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Public dossier section · @ben

history

This is @ben's profile revision 1. The original date and editorial confidence below are attributed to its publisher, not independent verification.

Original credited author: Hraness

AI-drafted at Ben Guo's direct request and credited to Hraness; every claim links to its cataloged source.

Back to the full profile · Markdown version · Original document

Published text

morph: history

the company, sourced and dated — lingtual to innkeeper to autoinfra to morph, the hn launch, and the suite broadening.

the pivot years (2023–2024)

yc s23 as lingtual, the innkeeper detour, autoinfra on the footer — and the morph l2 collision that poisoned the funding record.

the morph rebrand (2025-02–2025-06)

morphllm.com registers in february; the apply model gets a launch post, a merged continue pr, and a cline pr that won't land.

the launch (2025-07–2025-09)

the 217-point hn launch, the mcp server, kilo code's merge, and the 10,500-tok/s claim.

the model suite (2025-10–2026-02)

'everything is models,' the aws case study, warpgrep, and glance — one model becomes a stack.

  • 2025-10 — 'everything is models': 'everything is models' pairs with 'llms are bad at being forced' — the thesis generalizes from one apply model to many small specialized models as tools for big agents. the hn submission draws 1 point. (the sources disagree on the day — 10-06 vs 10-10; the month is what holds.) (confirmed; sources: everything is models, llms are bad at being forced, [everything is model[s] on hn](https://news.ycombinator.com/item?id=45488424))
  • 2025-10-11 — the october snapshot: the archived homepage reads 'small models as tools for big agents': a claimed 10,500 tok/s at 98% first-pass accuracy, full self-reported benchmark tables, 'trusted by hundreds of startups and enterprises.' the about footer still says autoinfra, inc. (confirmed; sources: homepage snapshot: benchmark tables, hundreds of startups and enterprises, about page footer — © 2025 autoinfra, inc.)
  • 2025-12 — the aws case study: aws publishes a morph case study — a custom inference engine on nvidia h100s and the 1,000→10,000 tok/s progression, framed as 'middleware' for frontier coding solutions. morph's own writeup adds under-400ms 15k-token refactors and binance 50–70% productivity claims — reported through vendor materials only. (confirmed; sources: aws morph case study, how morph scaled to 10,000 tok/s on aws)
  • 2025-12-09 — warpgrep: show hn: warpgrep — an rl code-search subagent 'like swe-grep,' the first non-apply model. 1 point. (confirmed; sources: warpgrep show hn, warpgrep product page)
  • 2026-01 — warpgrep on launch yc: launch yc: 'warpgrep — a 20x faster subagent to grep for code': up to 36 parallel calls under five seconds, swe-bench-pro gains, ~17% fewer input tokens — self-reported, and the '178s saved' arithmetic doesn't check out. (reported; sources: launch yc: warpgrep)
  • 2026-01-20 — the twitter-algorithm demo: show hn: parallel agentic search on the open-sourced twitter recommendation repo — the warpgrep demo. 13 points. (confirmed; sources: warpgrep on twitter algorithm repo)
  • 2026-01-23 — learning to test code changes: a show hn pair — 'learning to test code changes with rl' and agentic browser-testing videos in prs — plus the browser-verification post. the glance preview. (confirmed; sources: learning to test code changes with rl, agentic browser-testing videos in prs, browser verification)
  • 2026-02-04 — glance: show hn: glance launches — videos of ai testing your pr, embedded in github, powered by morph-computer-use-v0. 35 points. (confirmed; sources: glance launch: pr testing videos, browser verification)
  • 2026-02-09 — the infra pod: the infra pod interview: the pivots, the february-2025 start, the 70–80%-copy figure, the ~4×-cerebras claim, and the b2b sdk/mcp strategy. (confirmed; sources: coding agents need infra to apply code changes, the infra pod on apple podcasts)

the subagent era (2026-03–)

warpgrep v2's swe-bench claims, the codegen research, and reflexes — the subagent era.

  • 2026-03-27 — the start podcast: the start podcast: 'agents don't need bigger models. they need better tools.' — apply ~10k tok/s, compact 33k, 'morph trains coding subagents. not for humans. for frontier models.' (reported; sources: the start podcast episode, start pod notes)
  • 2026-03-31 — warpgrep v2: warpgrep v2 launches on yc and the blog — '#1 on swe-bench pro'-style retrieval claims, ~900 tok/s on b200 vs swe-grep's ~650 on cerebras. the blog post ran earlier — dated 2026-02-23 in the coverage lane's record; the date conflict is preserved. (confirmed; sources: launch yc: warpgrep v2, warpgrep v2, warpgrep benchmark page)
  • 2026-06 — the codegen research: 'optimizing models to be fast at codegen': 'a generic draft gets 1.93x, a specilized one got 100x faster'; the overtrained-small-model argument ('the optimum slides hard toward small and overtrained'); and serving qwen, glm, deepseek, and minimax for agents. hn: 2 points. (reported; sources: optimizing models to be fast at codegen, codegen research on hn)
  • 2026-06-30 — reflexes: show hn: reflexes — multi-head classifiers on agent traces, a claimed <30ms inference; 'four or 100 reflexes add less than 2ms.' the companion post 'one backbone, many reflexes' ran 06-23. (confirmed; sources: reflexes launch: multi-head trace classifiers, one backbone, many reflexes)
  • 2026-09 — the suite, as of research: the suite as of research: fast apply, warpgrep, compact/flashcompact, reflexes, glance, morph-embedding-v4, morph-rerank-v4, an auto router, and genkit — plus first-party plugins for opencode, claude code, pi, and openclaw. (confirmed; sources: morphllm.com homepage, the morphllm github org)

AI-drafted at Ben Guo's direct request and credited to Hraness; every claim links to its cataloged source.

Canonical page: https://hraness.com/morph/history

Original source occurrences

  1. the infra pod on apple podcasts · apple podcasts · 2026-02-09 (day) · original ID: src-ci-apple-infra-pod · Other public citations of this URL

    infra pod episode w/ tejas; show notes incl. "why cursor removed fast apply"

  2. aws morph case study · aws.amazon.com · 2025-12 (month) · original ID: src-ci-aws-morph · Other public citations of this URL

    aws: morph custom inference engine on nvidia h100; 1,000→10,000 tok/s; middleware framing

  3. continue apply-role docs · docs.continue.dev · 2026-09 (month) · original ID: src-ci-continue-apply-docs · Other public citations of this URL

    continue apply role recommends morph fast apply or relace instant apply

  4. tejas-authored apply-role docs incl. morph · github · 2025-03-15 (day) · original ID: src-ci-continue-pr-4663 · Other public citations of this URL

    tejas-authored apply-role docs incl. morph; merged 2025-04-29

  5. databutton testimonial: 82%→96% · linkedin · 2025-09-16 (day) · original ID: src-ci-databutton-li · Other public citations of this URL

    databutton testimonial: apply accuracy 82%→96% (reported via linkedin)

  6. build better agents with morphllm · dev.to · 2025-08-26 (day) · original ID: src-ci-devto-flyio · Other public citations of this URL

    fly.io morph integration walkthrough

  7. engineering.fyi mirror of the fly.io tutorial · engineering.fyi · 2025 (year) · original ID: src-ci-eng-fyi · Other public citations of this URL

    mirror of fly.io morph tutorial

  8. morphllm launches (yc launch repost) · fondo.com · 2026-02-09 (day) · original ID: src-ci-fondo-morph · Other public citations of this URL

    republished yc launch copy incl. fortune-50 staff-eng quote and self-host link

  9. start pod notes · fondo.com · 2026 (year) · original ID: src-ci-fondo-start-pod · Other public citations of this URL

    start pod: "agents don't need bigger models. they need better tools."

  10. codegen research on hn · hacker news · 2026-06-22 (day) · original ID: src-ci-hn-morph-codegen · Other public citations of this URL

    "optimizing models to be fast at codegen" submission (2 pts)

  11. everything is model[s] on hn · hacker news · 2025-10-06 (day) · original ID: src-ci-hn-morph-eim · Other public citations of this URL

    "everything is model[s]" submission (1 pt)

  12. coding agents need infra to apply code changes · podscripts.co · 2026-02-09 (day) · original ID: src-ci-infra-pod · Other public citations of this URL

    tejas interview: pivots, feb-2025 start, 70–80% prior, 30–40% lazy-prompt gain, b2b sdk/mcp, ~4× cerebras claim

  13. kilo code release notes · blog.kilo.ai · 2025-08 (month) · original ID: src-ci-kilo-blog · Other public citations of this URL

    kilo release notes incl. v4.71.0 experimental morph fast apply (contributor tejas)

  14. how morph scaled to 10,000 tok/s on aws · morphllm.com · 2025-12 (month) · original ID: src-ci-morph-aws-case · Other public citations of this URL

    morph's aws writeup: <400 ms 15k-token refactors; binance 50–70% gains (vendor-reported)

  15. one backbone, many reflexes · morphllm.com · 2026-06-23 (day) · original ID: src-ci-morph-reflex-blog · Other public citations of this URL

    "one backbone, many reflexes" multi-head classifier engine

  16. warpgrep benchmark page · morphllm.com · 2026-09 (month) · original ID: src-ci-morph-warpgrep-bench · Other public citations of this URL

    vendor warpgrep benchmark page

  17. fast apply models are already dead · pashpashpash.substack.com · 2025-06-20 (day) · original ID: src-ci-pash-dead · Other public citations of this URL

    bear-case post; gauthier quote; tejas "lol, i never said that" reply (sep 10, 2025)

  18. about page footer — © 2025 autoinfra, inc. · arquivo.pt · 2025-10-28 (day) · original ID: src-hp-arch-about-oct2025 · Other public citations of this URL

    footer: "© 2025 autoinfra, inc."

  19. blog index snapshot with post dates · arquivo.pt · 2025-10-11 (day) · original ID: src-hp-arch-blog-oct2025 · Other public citations of this URL

    blog index snapshot with post dates

  20. homepage snapshot: benchmark tables, hundreds of startups and enterprises · arquivo.pt · 2025-10-11 (day) · original ID: src-hp-arch-home-oct2025 · Other public citations of this URL

    homepage snapshot: benchmark tables, "hundreds of startups and enterprises"

  21. tejas bhakta on beamstart · beamstart.com · undated (unknown) · original ID: src-hp-beamstart · Other public citations of this URL

    tesla autopilot/energy 3yr bio; motel/$48k website; ucsd

  22. we hit 10,500 tokens/sec on b200 · morphllm.com · 2025-09-15 (day) · original ID: src-hp-blog-10k · Other public citations of this URL

    10,500 tok/s on b200; custom kernels + speculative execution

  23. best practices for building coding agents with morph · morphllm.com · 2025-05-02 (day) · original ID: src-hp-blog-best-practices · Other public citations of this URL

    agent-builder best practices

  24. browser verification · morphllm.com · 2026-01-23 (day) · original ID: src-hp-blog-browser-verif · Other public citations of this URL

    glance: rl browser-testing agent

  25. optimizing models to be fast at codegen · morphllm.com · 2026-06 (month) · original ID: src-hp-blog-codegen-research · Other public citations of this URL

    speculator economics; 1.93x vs 100x; 33k compaction; serves qwen/glm/deepseek/minimax

  26. morph ❤️ continue · morphllm.com · 2025-05-28 (day) · original ID: src-hp-blog-continue · Other public citations of this URL

    continue integration announcement

  27. how cursor composer and apply work · morphllm.com · 2024-02-15 (day) · original ID: src-hp-blog-cursor-apply · Other public citations of this URL

    analysis of cursor apply internals

  28. diffs vs fast apply · morphllm.com · 2025-05-28 (day) · original ID: src-hp-blog-diffs · Other public citations of this URL

    fast apply vs diffs argument

  29. everything is models · morphllm.com · 2025-10-10 (day) · original ID: src-hp-blog-everything-models · Other public citations of this URL

    "everything is models" thesis

  30. faster agents · morphllm.com · 2024-02-13 (day) · original ID: src-hp-blog-faster-agents · Other public citations of this URL

    earliest dated post (predates domain — migrated/backdated)

  31. morph gets faster · morphllm.com · 2025-06-15 (day) · original ID: src-hp-blog-gets-faster · Other public citations of this URL

    speed post; title later showed 10.5k (update ambiguity)

  32. llms are bad at being forced · morphllm.com · 2025-10-10 (day) · original ID: src-hp-blog-llms-forced · Other public citations of this URL

    structured-output critique

  33. self hosting · morphllm.com · 2025-05-11 (day) · original ID: src-hp-blog-self-hosting · Other public citations of this URL

    self-host offering

  34. warpgrep v2 · morphllm.com · 2026-03-31 (day) · original ID: src-hp-blog-warpgrep-v2 · Other public citations of this URL

    warpgrep v2 launch; swe-bench pro claims

  35. what is morph fast apply? · morphllm.com · 2025-08-22 (day) · original ID: src-hp-blog-what-is · Other public citations of this URL

    explainer post

  36. morphllm on caplight · caplight.com · undated (unknown) · original ID: src-hp-caplight · Other public citations of this URL

    $19.5m claim — conflated with morph l2

  37. mcp quickstart docs · docs.morphllm.com · 2026 (year) · original ID: src-hp-docs-mcp · Other public citations of this URL

    mcp setup targets: cursor, claude code, windsurf, cline, vs code, claude desktop

  38. yc s23 batch writeup incl. lingtual · evoailabs.medium.com · 2023 (year) · original ID: src-hp-evoailabs · Other public citations of this URL

    lingtual's original s23 pitch text

  39. fortune coverage of morph l2 round · fortune · 2024-03-20 (day) · original ID: src-hp-fortune-l2 · Other public citations of this URL

    fortune coverage of morph l2 round

  40. proposed cline integration — closed unmerged · github · 2025 (year) · original ID: src-hp-gh-cline-pr · Other public citations of this URL

    proposed cline integration — closed unmerged

  41. fast_edit_file prompts supporting morph/relace · github · 2025 (year) · original ID: src-hp-gh-kilo-editfile · Other public citations of this URL

    fast_edit_file prompts supporting morph/relace

  42. experimental morph fast apply merged · github · 2025-07-30 (day) · original ID: src-hp-gh-kilo-pr · Other public citations of this URL

    experimental morph fast apply merged

  43. the morphllm github org · github · 2023-07-10 (day) · original ID: src-hp-gh-org · Other public citations of this URL

    official org, ~24 public repos

  44. proposed roo integration — closed without implementation · github · 2025 (year) · original ID: src-hp-gh-roo-issue · Other public citations of this URL

    proposed roo integration — closed without implementation

  45. 10,500 tokens/sec per request on nvidia hardware · hacker news · 2025-09-15 (day) · original ID: src-hp-hn-10k · Other public citations of this URL

    "10,500 tokens/sec per request on nvidia hardware"

  46. agentic browser-testing videos in prs · hacker news · 2026-01-24 (day) · original ID: src-hp-hn-browser-testing · Other public citations of this URL

    agentic browser-testing videos in prs

  47. glance launch: pr testing videos · hacker news · 2026-02-04 (day) · original ID: src-hp-hn-glance · Other public citations of this URL

    glance launch: pr testing videos

  48. launch hn: apply ai code edits at 4,500 tokens/sec · hacker news · 2025-07-07 (day) · original ID: src-hp-hn-launch · Other public citations of this URL

    launch hn + tejas comments (all quotes)

  49. mcp for fast ai filesystem edits · hacker news · 2025-07-18 (day) · original ID: src-hp-hn-mcp-edit · Other public citations of this URL

    "mcp for fast ai filesystem edits"

  50. reflexes launch: multi-head trace classifiers · hacker news · 2026-06-30 (day) · original ID: src-hp-hn-reflexes · Other public citations of this URL

    reflexes launch: multi-head trace classifiers

  51. learning to test code changes with rl · hacker news · 2026-01-23 (day) · original ID: src-hp-hn-rl-testing · Other public citations of this URL

    "learning to test code changes with rl"

  52. warpgrep on twitter algorithm repo · hacker news · 2026-01-20 (day) · original ID: src-hp-hn-twitter-search · Other public citations of this URL

    warpgrep on twitter algorithm repo

  53. warpgrep show hn · hacker news · 2025-12-09 (day) · original ID: src-hp-hn-warpgrep · Other public citations of this URL

    warpgrep show hn

  54. morphllm linkedin company page · linkedin · undated (unknown) · original ID: src-hp-li-morphllm · Other public citations of this URL

    company page; $500k pre-seed 2023-06-01 listing

  55. morphllm.com homepage · morphllm.com · 2026-09 (month) · original ID: src-hp-morph-home · Other public citations of this URL

    current homepage: positioning, product suite

  56. morph on neuronfeed · neuronfeed.com · undated (unknown) · original ID: src-hp-neuronfeed · Other public citations of this URL

    $500k jan 2025, yc + transpose platform

  57. morph models on openrouter · openrouter.ai · undated (unknown) · original ID: src-hp-openrouter · Other public citations of this URL

    model availability; morph-v2 created 2025-06-26

  58. the start podcast episode · scripod.com · 2026-03-27 (day) · original ID: src-hp-podcast-start · Other public citations of this URL

    start ep: transcript/quotes; apply ~10k, compact 33k tok/s

  59. morph l2 announces $19m seed (different company) · prnewswire · 2024-03-20 (day) · original ID: src-hp-prnewswire-l2 · Other public citations of this URL

    morph l2's $19m seed (different company)

  60. warpgrep product page · morphllm.com · 2026 (year) · original ID: src-hp-products-warpgrep · Other public citations of this URL

    14b, ~900 tok/s b200, partner logos

  61. morph on reforgers · reforgers.com · undated (unknown) · original ID: src-hp-reforgers · Other public citations of this URL

    aka autoinfra/lingtual/innkeeper; founded 2023

  62. lingtual on toolify · toolify.ai · 2023-07-26 (day) · original ID: src-hp-toolify-lingtual · Other public citations of this URL

    lingtual directory listing; founders@lingtual.com

  63. lingtual.com whois · lookup.icann.org · 2023-08-04 (day) · original ID: src-hp-whois-lingtual · Other public citations of this URL

    domain creation date

  64. morphllm.com whois · lookup.icann.org · 2025-02-06 (day) · original ID: src-hp-whois-morphllm · Other public citations of this URL

    domain creation date (namecheap)

  65. launch yc: morph — the other models · ycombinator.com · 2025-05 (month) · original ID: src-hp-yc-launch-morph · Other public citations of this URL

    launch: apply 5k+ tok/s, embed+rerank, 8x-fewer-errors claim

  66. launch yc: warpgrep · ycombinator.com · 2026-01 (month) · original ID: src-hp-yc-launch-warpgrep · Other public citations of this URL

    warpgrep v1 launch metrics

  67. launch yc: warpgrep v2 · ycombinator.com · 2026-03-31 (day) · original ID: src-hp-yc-launch-warpgrep-v2 · Other public citations of this URL

    warpgrep v2; #1 swe-bench pro claim

  68. lingtual on the yc directory · ycombinator.com · undated (unknown) · original ID: src-hp-yc-lingtual · Other public citations of this URL

    same entity's s23 profile; aka autoinfra/innkeeper

  69. morph on the yc directory · ycombinator.com · 2026-09 (month) · original ID: src-hp-yc-morph · Other public citations of this URL

    s23, sf, founded 2025, team 3, tom blomfield, founder list

Structured research records

  1. the pivot years · morph-eras · 2023–2024 (approximate)

    Original location

    Original structured fields
    {
      "id": "lingtual",
      "range": "2023–2024",
      "summary": "yc s23 as lingtual, the innkeeper detour, autoinfra on the footer — and the morph l2 collision that poisoned the funding record.",
      "title": "the pivot years"
    }
  2. the morph rebrand · morph-eras · 2025-02–2025-06 (approximate)

    Original location

    Original structured fields
    {
      "id": "rebrand",
      "range": "2025-02–2025-06",
      "summary": "morphllm.com registers in february; the apply model gets a launch post, a merged continue pr, and a cline pr that won't land.",
      "title": "the morph rebrand"
    }
  3. the launch · morph-eras · 2025-07–2025-09 (approximate)

    Original location

    Original structured fields
    {
      "id": "launch",
      "range": "2025-07–2025-09",
      "summary": "the 217-point hn launch, the mcp server, kilo code's merge, and the 10,500-tok/s claim.",
      "title": "the launch"
    }
  4. the model suite · morph-eras · 2025-10–2026-02 (approximate)

    Original location

    Original structured fields
    {
      "id": "suite",
      "range": "2025-10–2026-02",
      "summary": "'everything is models,' the aws case study, warpgrep, and glance — one model becomes a stack.",
      "title": "the model suite"
    }
  5. the subagent era · morph-eras · 2026-03– (approximate)

    Original location

    Original structured fields
    {
      "id": "subagents",
      "range": "2026-03–",
      "summary": "warpgrep v2's swe-bench claims, the codegen research, and reflexes — the subagent era.",
      "title": "the subagent era"
    }
  6. the $500k pre-seed listing · morph-timeline · 2023-06-01 (day) · reported (original editorial confidence)

    Original location · source-92a5365c1ae271eeabd1 · source-d4112ec5b16c66121358

    Original structured fields
    {
      "confidence": "reported",
      "date": "2023-06-01",
      "detail": "linkedin lists a $500k pre-seed dated june 1, 2023 — consistent with the standard yc s23 deal. neuronfeed lists the same amount for january 2025 with transpose platform as co-investor. the two records disagree on date and partner; the amount stays reported, unreconciled.",
      "era": "lingtual",
      "id": "evt-yc-preseed",
      "sourceIds": [
        "src-hp-li-morphllm",
        "src-hp-neuronfeed"
      ],
      "title": "the $500k pre-seed listing"
    }
  7. the github org · morph-timeline · 2023-07-10 (day) · confirmed (original editorial confidence)

    Original location · source-f4098162e2c340d0e25b

    Original structured fields
    {
      "confidence": "confirmed",
      "date": "2023-07-10",
      "detail": "the github org morphllm is created mid-batch — almost certainly under an earlier name and renamed. it now holds ~24 public repos.",
      "era": "lingtual",
      "id": "evt-gh-org",
      "sourceIds": [
        "src-hp-gh-org"
      ],
      "title": "the github org"
    }
  8. yc s23, as lingtual · morph-timeline · 2023-07 (month) · confirmed (original editorial confidence)

    Original location · source-d1085e0299faa27d0958 · source-45c5b9e587331b52a9a0 · source-e5ee86b9134deaba9d17

    Original structured fields
    {
      "confidence": "confirmed",
      "date": "2023-07",
      "detail": "the yc summer 2023 batch, sf — as lingtual: 'the easiest way to build connected ai business software,' a no-code builder pitched as retool+zapier for ai applications with 50+ integrations. the same yc profile later carried aka names autoinfra and innkeeper.",
      "era": "lingtual",
      "id": "evt-yc-s23",
      "sourceIds": [
        "src-hp-yc-lingtual",
        "src-hp-yc-morph",
        "src-hp-evoailabs"
      ],
      "title": "yc s23, as lingtual"
    }
  9. lingtual.com · morph-timeline · 2023-08-04 (day) · confirmed (original editorial confidence)

    Original location · source-d908c9537f9e8cb5b489 · source-76ca85f88451d9410c5e

    Original structured fields
    {
      "confidence": "confirmed",
      "date": "2023-08-04",
      "detail": "lingtual.com registers mid-batch; tool directories index the product by late july under founders@lingtual.com.",
      "era": "lingtual",
      "id": "evt-lingtual-domain",
      "sourceIds": [
        "src-hp-whois-lingtual",
        "src-hp-toolify-lingtual"
      ],
      "title": "lingtual.com"
    }
  10. the first misattribution · morph-timeline · 2023-12-11 (day) · reported (original editorial confidence)

    Original location · source-4b2f474ce9c3572ca7f5 · source-f8182112d28d4953f403

    Original structured fields
    {
      "confidence": "reported",
      "date": "2023-12-11",
      "detail": "caplight lists a 'corporate funding round' for morphllm — almost certainly morph l2's angel money attached to the wrong morph. the first recorded conflation.",
      "era": "lingtual",
      "id": "evt-caplight-round",
      "sourceIds": [
        "src-hp-caplight",
        "src-hp-prnewswire-l2"
      ],
      "title": "the first misattribution"
    }
  11. the backdated blog · morph-timeline · 2024-02-13 (day) · reported (original editorial confidence)

    Original location · source-75dbbf794642dab296f1 · source-1caf6b1f8d680ff5886d · source-cd0d4173a3d085a53497

    Original structured fields
    {
      "confidence": "reported",
      "date": "2024-02-13",
      "detail": "'faster agents' (02-13) and 'how cursor composer and apply work' (02-15) are the earliest dated posts on the morph blog — a year before morphllm.com existed. migrated or backdated; treat the dates as approximate.",
      "era": "lingtual",
      "id": "evt-first-posts",
      "sourceIds": [
        "src-hp-blog-faster-agents",
        "src-hp-blog-cursor-apply",
        "src-hp-arch-blog-oct2025"
      ],
      "title": "the backdated blog"
    }
  12. the other morph raises $19m · morph-timeline · 2024-03-20 (day) · confirmed (original editorial confidence)

    Original location · source-f8182112d28d4953f403 · source-4b0f0f0d9aefcda95068

    Original structured fields
    {
      "confidence": "confirmed",
      "date": "2024-03-20",
      "detail": "morph l2 — a different company, an ethereum layer 2 — announces a $19m dragonfly-led seed; fortune covers it. every '$19m raised' claim attached to morphllm traces here.",
      "era": "lingtual",
      "id": "evt-morph-l2",
      "sourceIds": [
        "src-hp-prnewswire-l2",
        "src-hp-fortune-l2"
      ],
      "title": "the other morph raises $19m"
    }
  13. the innkeeper era · morph-timeline · 2024 (year) · inferred (original editorial confidence)

    Original location · source-d1085e0299faa27d0958 · source-0a31c0afd1d50ffe50fa · source-bd8956e9d2bdbf9370bd

    Original structured fields
    {
      "confidence": "inferred",
      "date": "2024",
      "detail": "the innkeeper era — hotel and motel software per yc's aka list and third-party trackers. the pivot that matches bhakta's motel upbringing; ordering against autoinfra is unverified.",
      "era": "lingtual",
      "id": "evt-innkeeper",
      "sourceIds": [
        "src-hp-yc-lingtual",
        "src-hp-reforgers",
        "src-hp-beamstart"
      ],
      "title": "the innkeeper era"
    }
  14. morphllm.com · morph-timeline · 2025-02-06 (day) · confirmed (original editorial confidence)

    Original location · source-c4fe8181c39187315959 · source-a9e87a6196fb7e3b29a0

    Original structured fields
    {
      "confidence": "confirmed",
      "date": "2025-02-06",
      "detail": "morphllm.com registers — the current brand begins. the legal entity stays autoinfra, inc., per the october-2025 footer.",
      "era": "rebrand",
      "id": "evt-domain",
      "sourceIds": [
        "src-hp-whois-morphllm",
        "src-hp-arch-about-oct2025"
      ],
      "title": "morphllm.com"
    }
  15. tejas starts morph · morph-timeline · 2025-02 (month) · reported (original editorial confidence)

    Original location · source-9726c05f95faa790ee88 · source-45c5b9e587331b52a9a0

    Original structured fields
    {
      "confidence": "reported",
      "date": "2025-02",
      "detail": "tejas starts morph after three or four yc pivots, per his infra pod account — the yc directory's 'founded: 2025' field dates the product, not the entity.",
      "era": "rebrand",
      "id": "evt-start",
      "sourceIds": [
        "src-ci-infra-pod",
        "src-hp-yc-morph"
      ],
      "title": "tejas starts morph"
    }
  16. the continue pr · morph-timeline · 2025-04-29 (day) · confirmed (original editorial confidence)

    Original location · source-8279bd44e165dd86a1d2 · source-827fbfec914c6ed04212

    Original structured fields
    {
      "confidence": "confirmed",
      "date": "2025-04-29",
      "detail": "tejas-authored continue pr #4663 merges, adding apply-role docs that name morph — public documentation ahead of the public launch.",
      "era": "rebrand",
      "id": "evt-continue-pr",
      "sourceIds": [
        "src-ci-continue-pr-4663",
        "src-ci-continue-apply-docs"
      ],
      "title": "the continue pr"
    }
  17. the best-practices post · morph-timeline · 2025-05-02 (day) · confirmed (original editorial confidence)

    Original location · source-1aafb926b00cfef2ac1b · source-cd0d4173a3d085a53497

    Original structured fields
    {
      "confidence": "confirmed",
      "date": "2025-05-02",
      "detail": "'best practices for building coding agents with morph' — the blog turns toward agent-builders.",
      "era": "rebrand",
      "id": "evt-best-practices",
      "sourceIds": [
        "src-hp-blog-best-practices",
        "src-hp-arch-blog-oct2025"
      ],
      "title": "the best-practices post"
    }
  18. the self-host offer · morph-timeline · 2025-05-11 (day) · confirmed (original editorial confidence)

    Original location · source-ba140ac4b372c4047366 · source-cd0d4173a3d085a53497

    Original structured fields
    {
      "confidence": "confirmed",
      "date": "2025-05-11",
      "detail": "'self hosting' posts the self-serve deployment offer — the models for private infrastructure, before the launch.",
      "era": "rebrand",
      "id": "evt-self-host",
      "sourceIds": [
        "src-hp-blog-self-hosting",
        "src-hp-arch-blog-oct2025"
      ],
      "title": "the self-host offer"
    }
  19. launch yc: the 'other models' · morph-timeline · 2025-05-13 (day) · confirmed (original editorial confidence)

    Original location · source-a4b234a89202d7664ba1 · source-705bda9069bc9fb7f54e

    Original structured fields
    {
      "confidence": "confirmed",
      "date": "2025-05-13",
      "detail": "launch yc: 'the \"other models\" you need to build coding agents like cursor' — apply plus embedding and rerank models behind an openai-compatible api, and an '8x fewer errors than patch-based edits' claim attributed to an unnamed fortune-50 staff engineer. the launch copy reads 1,600+ tok/s; the current page reads 5,000+ with ~2s on a 9,000-token file — vendor figures drift across versions.",
      "era": "rebrand",
      "id": "evt-launch-yc",
      "sourceIds": [
        "src-hp-yc-launch-morph",
        "src-ci-fondo-morph"
      ],
      "title": "launch yc: the 'other models'"
    }
  20. the model-vs-format argument · morph-timeline · 2025-05-28 (day) · confirmed (original editorial confidence)

    Original location · source-fb082a447f19efed2459 · source-33d348a62f231cbf88e0

    Original structured fields
    {
      "confidence": "confirmed",
      "date": "2025-05-28",
      "detail": "'diffs vs fast apply' makes the model-over-format argument; 'morph ❤️ continue' claims the integration the same day.",
      "era": "rebrand",
      "id": "evt-diffs-continue",
      "sourceIds": [
        "src-hp-blog-diffs",
        "src-hp-blog-continue"
      ],
      "title": "the model-vs-format argument"
    }
  21. the cline pr · morph-timeline · 2025-05-31 (day) · confirmed (original editorial confidence)

    Original location · source-83c74be2776071f6a6d5

    Original structured fields
    {
      "confidence": "confirmed",
      "date": "2025-05-31",
      "detail": "tejas opens cline pr #3950 — an edit_file tool wired to the morph api with provider settings and api-key handling. closed unmerged on 2025-07-26.",
      "era": "rebrand",
      "id": "evt-cline-pr",
      "sourceIds": [
        "src-hp-gh-cline-pr"
      ],
      "title": "the cline pr"
    }
  22. 'morph gets faster' · morph-timeline · 2025-06-15 (day) · reported (original editorial confidence)

    Original location · source-545193c08a97e772011c · source-cd0d4173a3d085a53497

    Original structured fields
    {
      "confidence": "reported",
      "date": "2025-06-15",
      "detail": "'morph gets faster' posts — the archived index later showed the title as '10,500+ tokens per second,' so the page was likely updated after september. the ambiguity is preserved.",
      "era": "rebrand",
      "id": "evt-gets-faster",
      "sourceIds": [
        "src-hp-blog-gets-faster",
        "src-hp-arch-blog-oct2025"
      ],
      "title": "'morph gets faster'"
    }
  23. morph-v2 on openrouter · morph-timeline · 2025-06-26 (day) · reported (original editorial confidence)

    Original location · source-3e709d1efd0f30a105a4

    Original structured fields
    {
      "confidence": "reported",
      "date": "2025-06-26",
      "detail": "morph-v2 lists on openrouter — the first public model listing, days before the hn launch.",
      "era": "rebrand",
      "id": "evt-morph-v2",
      "sourceIds": [
        "src-hp-openrouter"
      ],
      "title": "morph-v2 on openrouter"
    }
  24. launch hn: 217 points · morph-timeline · 2025-07-07 (day) · confirmed (original editorial confidence)

    Original location · source-a8d0d2ec904c754d8aee

    Original structured fields
    {
      "confidence": "confirmed",
      "date": "2025-07-07",
      "detail": "launch hn: 217 points, 185 comments. morph-v3-fast at a claimed 4,500+ tok/s, v3-large 2,500+, plus embedding and rerank models; the inline edit model is announced and the tab api (sub-500ms next-edit) enters private beta. the thread splits on bundling, bottlenecks, and privacy — and a playground bug becomes a small trust incident.",
      "era": "launch",
      "id": "evt-hn-launch",
      "sourceIds": [
        "src-hp-hn-launch"
      ],
      "title": "launch hn: 217 points"
    }
  25. the mcp server · morph-timeline · 2025-07-18 (day) · confirmed (original editorial confidence)

    Original location · source-ad79d284d8ad8169993d · source-ed2cadc60d9b2e7b3378

    Original structured fields
    {
      "confidence": "confirmed",
      "date": "2025-07-18",
      "detail": "show hn: 'mcp for fast ai filesystem edits' — the mcp server ships. docs list setup targets across cursor, claude code, windsurf, cline, vs code, and claude desktop — setup targets, not partnerships.",
      "era": "launch",
      "id": "evt-mcp",
      "sourceIds": [
        "src-hp-hn-mcp-edit",
        "src-hp-docs-mcp"
      ],
      "title": "the mcp server"
    }
  26. kilo code merges · morph-timeline · 2025-07-31 (day) · confirmed (original editorial confidence)

    Original location · source-e197add274aa59683916 · source-90148ac7863911a44ab1 · source-727123324679c9f15010

    Original structured fields
    {
      "confidence": "confirmed",
      "date": "2025-07-31",
      "detail": "kilo code pr #1628 merges experimental morph fast apply — the first verified third-party shipped integration; a follow-up pr adds the badge, and the edit-file prompts support modeltype 'morph' | 'relace'.",
      "era": "launch",
      "id": "evt-kilo",
      "sourceIds": [
        "src-hp-gh-kilo-pr",
        "src-hp-gh-kilo-editfile",
        "src-ci-kilo-blog"
      ],
      "title": "kilo code merges"
    }
  27. roo code says no · morph-timeline · 2025 (year) · confirmed (original editorial confidence)

    Original location · source-4f890657609c2b6af3f4

    Original structured fields
    {
      "confidence": "confirmed",
      "date": "2025",
      "detail": "roo code issue #7206 proposes optional morph fast apply — approved in principle, then closed without implementation. proposal only.",
      "era": "launch",
      "id": "evt-roo",
      "sourceIds": [
        "src-hp-gh-roo-issue"
      ],
      "title": "roo code says no"
    }
  28. the explainer · morph-timeline · 2025-08-22 (day) · confirmed (original editorial confidence)

    Original location · source-2d4de9e8494302ba34e5 · source-cd0d4173a3d085a53497

    Original structured fields
    {
      "confidence": "confirmed",
      "date": "2025-08-22",
      "detail": "'what is morph fast apply?' — the explainer post.",
      "era": "launch",
      "id": "evt-what-is",
      "sourceIds": [
        "src-hp-blog-what-is",
        "src-hp-arch-blog-oct2025"
      ],
      "title": "the explainer"
    }
  29. the fly.io tutorial · morph-timeline · 2025-08-26 (day) · confirmed (original editorial confidence)

    Original location · source-83d5fe235ba4097758e8 · source-f33f58bda0f0b2fe0d1d

    Original structured fields
    {
      "confidence": "confirmed",
      "date": "2025-08-26",
      "detail": "fly.io publishes 'build better agents with morphllm' on dev.to — the first third-party integration walkthrough, mirrored at engineering.fyi.",
      "era": "launch",
      "id": "evt-flyio",
      "sourceIds": [
        "src-ci-devto-flyio",
        "src-ci-eng-fyi"
      ],
      "title": "the fly.io tutorial"
    }
  30. 'lol, i never said that' · morph-timeline · 2025-09-10 (day) · confirmed (original editorial confidence)

    Original location · source-cd39fecd31fc2ee9ac2c

    Original structured fields
    {
      "confidence": "confirmed",
      "date": "2025-09-10",
      "detail": "tejas replies to nik pash's 'fast apply models are already dead': 'lol, i never said that' — disputing the claimed six-month shelf-life concession and citing hundreds of iterations to reach 98% accuracy.",
      "era": "launch",
      "id": "evt-pash-reply",
      "sourceIds": [
        "src-ci-pash-dead"
      ],
      "title": "'lol, i never said that'"
    }
  31. 10,500 tok/s on b200 · morph-timeline · 2025-09-15 (day) · confirmed (original editorial confidence)

    Original location · source-5173f7ad3bc62a776e4a · source-e34120bde1a5f19538da

    Original structured fields
    {
      "confidence": "confirmed",
      "date": "2025-09-15",
      "detail": "'we hit 10,500 tokens/sec on b200' — custom cuda kernels plus a specialized speculator; 'roughly 4× faster than the best speeds on cerebras,' and under four seconds for complex edits across a 40k-token document. the hn submission draws 2 points.",
      "era": "launch",
      "id": "evt-10k",
      "sourceIds": [
        "src-hp-blog-10k",
        "src-hp-hn-10k"
      ],
      "title": "10,500 tok/s on b200"
    }
  32. the first customer metric · morph-timeline · 2025-09-16 (day) · reported (original editorial confidence)

    Original location · source-d0cb1befb3e3d31b2d71

    Original structured fields
    {
      "confidence": "reported",
      "date": "2025-09-16",
      "detail": "databutton posts the only named customer metric in the record — apply accuracy 82%→96%, reported via linkedin.",
      "era": "launch",
      "id": "evt-databutton",
      "sourceIds": [
        "src-ci-databutton-li"
      ],
      "title": "the first customer metric"
    }
  33. 'everything is models' · morph-timeline · 2025-10 (month) · confirmed (original editorial confidence)

    Original location · source-b20d8a1e26def01739d7 · source-80f08a39aa4a86c3f1b5 · source-dde1da24d3e87e7879c3

    Original structured fields
    {
      "confidence": "confirmed",
      "date": "2025-10",
      "detail": "'everything is models' pairs with 'llms are bad at being forced' — the thesis generalizes from one apply model to many small specialized models as tools for big agents. the hn submission draws 1 point. (the sources disagree on the day — 10-06 vs 10-10; the month is what holds.)",
      "era": "suite",
      "id": "evt-everything-models",
      "sourceIds": [
        "src-hp-blog-everything-models",
        "src-hp-blog-llms-forced",
        "src-ci-hn-morph-eim"
      ],
      "title": "'everything is models'"
    }
  34. the october snapshot · morph-timeline · 2025-10-11 (day) · confirmed (original editorial confidence)

    Original location · source-48e302b14b009c15caa2 · source-a9e87a6196fb7e3b29a0

    Original structured fields
    {
      "confidence": "confirmed",
      "date": "2025-10-11",
      "detail": "the archived homepage reads 'small models as tools for big agents': a claimed 10,500 tok/s at 98% first-pass accuracy, full self-reported benchmark tables, 'trusted by hundreds of startups and enterprises.' the about footer still says autoinfra, inc.",
      "era": "suite",
      "id": "evt-oct-snapshot",
      "sourceIds": [
        "src-hp-arch-home-oct2025",
        "src-hp-arch-about-oct2025"
      ],
      "title": "the october snapshot"
    }
  35. the aws case study · morph-timeline · 2025-12 (month) · confirmed (original editorial confidence)

    Original location · source-754bc8033e04c2496052 · source-2e4bfec398fb19715484

    Original structured fields
    {
      "confidence": "confirmed",
      "date": "2025-12",
      "detail": "aws publishes a morph case study — a custom inference engine on nvidia h100s and the 1,000→10,000 tok/s progression, framed as 'middleware' for frontier coding solutions. morph's own writeup adds under-400ms 15k-token refactors and binance 50–70% productivity claims — reported through vendor materials only.",
      "era": "suite",
      "id": "evt-aws",
      "sourceIds": [
        "src-ci-aws-morph",
        "src-ci-morph-aws-case"
      ],
      "title": "the aws case study"
    }
  36. warpgrep · morph-timeline · 2025-12-09 (day) · confirmed (original editorial confidence)

    Original location · source-83882989a0c622e1c8e8 · source-65ad8690e1c5560fc518

    Original structured fields
    {
      "confidence": "confirmed",
      "date": "2025-12-09",
      "detail": "show hn: warpgrep — an rl code-search subagent 'like swe-grep,' the first non-apply model. 1 point.",
      "era": "suite",
      "id": "evt-warpgrep",
      "sourceIds": [
        "src-hp-hn-warpgrep",
        "src-hp-products-warpgrep"
      ],
      "title": "warpgrep"
    }
  37. warpgrep on launch yc · morph-timeline · 2026-01 (month) · reported (original editorial confidence)

    Original location · source-55283eed4bf2b6e773de

    Original structured fields
    {
      "confidence": "reported",
      "date": "2026-01",
      "detail": "launch yc: 'warpgrep — a 20x faster subagent to grep for code': up to 36 parallel calls under five seconds, swe-bench-pro gains, ~17% fewer input tokens — self-reported, and the '178s saved' arithmetic doesn't check out.",
      "era": "suite",
      "id": "evt-warpgrep-yc",
      "sourceIds": [
        "src-hp-yc-launch-warpgrep"
      ],
      "title": "warpgrep on launch yc"
    }
  38. the twitter-algorithm demo · morph-timeline · 2026-01-20 (day) · confirmed (original editorial confidence)

    Original location · source-a5fe7074b4e6b167482d

    Original structured fields
    {
      "confidence": "confirmed",
      "date": "2026-01-20",
      "detail": "show hn: parallel agentic search on the open-sourced twitter recommendation repo — the warpgrep demo. 13 points.",
      "era": "suite",
      "id": "evt-twitter-search",
      "sourceIds": [
        "src-hp-hn-twitter-search"
      ],
      "title": "the twitter-algorithm demo"
    }
  39. learning to test code changes · morph-timeline · 2026-01-23 (day) · confirmed (original editorial confidence)

    Original location · source-16a7332945936caa46a2 · source-3b07cb420030e296658a · source-e99a5c541a62befbdcf9

    Original structured fields
    {
      "confidence": "confirmed",
      "date": "2026-01-23",
      "detail": "a show hn pair — 'learning to test code changes with rl' and agentic browser-testing videos in prs — plus the browser-verification post. the glance preview.",
      "era": "suite",
      "id": "evt-rl-testing",
      "sourceIds": [
        "src-hp-hn-rl-testing",
        "src-hp-hn-browser-testing",
        "src-hp-blog-browser-verif"
      ],
      "title": "learning to test code changes"
    }
  40. glance · morph-timeline · 2026-02-04 (day) · confirmed (original editorial confidence)

    Original location · source-33bf0368e6b02627d90f · source-e99a5c541a62befbdcf9

    Original structured fields
    {
      "confidence": "confirmed",
      "date": "2026-02-04",
      "detail": "show hn: glance launches — videos of ai testing your pr, embedded in github, powered by morph-computer-use-v0. 35 points.",
      "era": "suite",
      "id": "evt-glance",
      "sourceIds": [
        "src-hp-hn-glance",
        "src-hp-blog-browser-verif"
      ],
      "title": "glance"
    }
  41. the infra pod · morph-timeline · 2026-02-09 (day) · confirmed (original editorial confidence)

    Original location · source-9726c05f95faa790ee88 · source-da2fe9f5503051a72d4c

    Original structured fields
    {
      "confidence": "confirmed",
      "date": "2026-02-09",
      "detail": "the infra pod interview: the pivots, the february-2025 start, the 70–80%-copy figure, the ~4×-cerebras claim, and the b2b sdk/mcp strategy.",
      "era": "suite",
      "id": "evt-infra-pod",
      "sourceIds": [
        "src-ci-infra-pod",
        "src-ci-apple-infra-pod"
      ],
      "title": "the infra pod"
    }
  42. the start podcast · morph-timeline · 2026-03-27 (day) · reported (original editorial confidence)

    Original location · source-af3f7ca6ef03f8d64c01 · source-61f2f406b2c6f21c31e0

    Original structured fields
    {
      "confidence": "reported",
      "date": "2026-03-27",
      "detail": "the start podcast: 'agents don't need bigger models. they need better tools.' — apply ~10k tok/s, compact 33k, 'morph trains coding subagents. not for humans. for frontier models.'",
      "era": "subagents",
      "id": "evt-start-pod",
      "sourceIds": [
        "src-hp-podcast-start",
        "src-ci-fondo-start-pod"
      ],
      "title": "the start podcast"
    }
  43. warpgrep v2 · morph-timeline · 2026-03-31 (day) · confirmed (original editorial confidence)

    Original location · source-9f2d2e387d5f31b7a7a1 · source-f205c9e4512766445097 · source-c99824c2a3cd6aa89cd7

    Original structured fields
    {
      "confidence": "confirmed",
      "date": "2026-03-31",
      "detail": "warpgrep v2 launches on yc and the blog — '#1 on swe-bench pro'-style retrieval claims, ~900 tok/s on b200 vs swe-grep's ~650 on cerebras. the blog post ran earlier — dated 2026-02-23 in the coverage lane's record; the date conflict is preserved.",
      "era": "subagents",
      "id": "evt-warpgrep-v2",
      "sourceIds": [
        "src-hp-yc-launch-warpgrep-v2",
        "src-hp-blog-warpgrep-v2",
        "src-ci-morph-warpgrep-bench"
      ],
      "title": "warpgrep v2"
    }
  44. the codegen research · morph-timeline · 2026-06 (month) · reported (original editorial confidence)

    Original location · source-c333683ec4040f996e7a · source-ec98ee695355ba651263

    Original structured fields
    {
      "confidence": "reported",
      "date": "2026-06",
      "detail": "'optimizing models to be fast at codegen': 'a generic draft gets 1.93x, a specilized one got 100x faster'; the overtrained-small-model argument ('the optimum slides hard toward small and overtrained'); and serving qwen, glm, deepseek, and minimax for agents. hn: 2 points.",
      "era": "subagents",
      "id": "evt-codegen",
      "sourceIds": [
        "src-hp-blog-codegen-research",
        "src-ci-hn-morph-codegen"
      ],
      "title": "the codegen research"
    }
  45. reflexes · morph-timeline · 2026-06-30 (day) · confirmed (original editorial confidence)

    Original location · source-3a50539317c501b7fc85 · source-fffe675ca96e4faaf55f

    Original structured fields
    {
      "confidence": "confirmed",
      "date": "2026-06-30",
      "detail": "show hn: reflexes — multi-head classifiers on agent traces, a claimed <30ms inference; 'four or 100 reflexes add less than 2ms.' the companion post 'one backbone, many reflexes' ran 06-23.",
      "era": "subagents",
      "id": "evt-reflexes",
      "sourceIds": [
        "src-hp-hn-reflexes",
        "src-ci-morph-reflex-blog"
      ],
      "title": "reflexes"
    }
  46. the suite, as of research · morph-timeline · 2026-09 (month) · confirmed (original editorial confidence)

    Original location · source-f00f1dfd7adaa2d12464 · source-f4098162e2c340d0e25b

    Original structured fields
    {
      "confidence": "confirmed",
      "date": "2026-09",
      "detail": "the suite as of research: fast apply, warpgrep, compact/flashcompact, reflexes, glance, morph-embedding-v4, morph-rerank-v4, an auto router, and genkit — plus first-party plugins for opencode, claude code, pi, and openclaw.",
      "era": "subagents",
      "id": "evt-current-suite",
      "sourceIds": [
        "src-hp-morph-home",
        "src-hp-gh-org"
      ],
      "title": "the suite, as of research"
    }