# 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.

- 2023-06-01 — the $500k pre-seed listing: 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. (reported; sources: [morphllm linkedin company page](https://linkedin.com/company/morphllm), [morph on neuronfeed](https://neuronfeed.com/startups/morph))
- 2023-07-10 — the github org: the github org morphllm is created mid-batch — almost certainly under an earlier name and renamed. it now holds ~24 public repos. (confirmed; sources: [the morphllm github org](https://github.com/morphllm))
- 2023-07 — yc s23, as lingtual: 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. (confirmed; sources: [lingtual on the yc directory](https://www.ycombinator.com/companies/lingtual), [morph on the yc directory](https://www.ycombinator.com/companies/morph), [yc s23 batch writeup incl. lingtual](https://evoailabs.medium.com/yc-summer-2023-batch-s23-f8355f0fbf59))
- 2023-08-04 — lingtual.com: lingtual.com registers mid-batch; tool directories index the product by late july under founders@lingtual.com. (confirmed; sources: [lingtual.com whois](https://lookup.icann.org/en/lookup?name=lingtual.com), [lingtual on toolify](https://www.toolify.ai/tool/autoinfra-ai))
- 2023-12-11 — the first misattribution: caplight lists a 'corporate funding round' for morphllm — almost certainly morph l2's angel money attached to the wrong morph. the first recorded conflation. (reported; sources: [morphllm on caplight](https://www.caplight.com/company/morphllm), [morph l2 announces $19m seed (different company)](https://www.prnewswire.com/news-releases/morph-announces-20mm-fundraise-in-seed-and-angel-investment-302094646.html))
- 2024-02-13 — the backdated blog: '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. (reported; sources: [faster agents](https://www.morphllm.com/blog/faster-agents), [how cursor composer and apply work](https://www.morphllm.com/blog/cursor-composer-and-apply), [blog index snapshot with post dates](https://arquivo.pt/wayback/20251011053746/https://www.morphllm.com/blog))
- 2024-03-20 — the other morph raises $19m: 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. (confirmed; sources: [morph l2 announces $19m seed (different company)](https://www.prnewswire.com/news-releases/morph-announces-20mm-fundraise-in-seed-and-angel-investment-302094646.html), [fortune coverage of morph l2 round](https://fortune.com/crypto/2024/03/20/morph-ethereum-layer-2-19-million-seed-round-dragonfly/))
- 2024 — the innkeeper era: 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. (inferred; sources: [lingtual on the yc directory](https://www.ycombinator.com/companies/lingtual), [morph on reforgers](https://reforgers.com/startups/morph), [tejas bhakta on beamstart](https://beamstart.com/@tejas-bhakta-17291825058113))

## 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.

- 2025-02-06 — morphllm.com: morphllm.com registers — the current brand begins. the legal entity stays autoinfra, inc., per the october-2025 footer. (confirmed; sources: [morphllm.com whois](https://lookup.icann.org/en/lookup?name=morphllm.com), [about page footer — © 2025 autoinfra, inc.](https://arquivo.pt/wayback/20251028055508/https://www.morphllm.com/about))
- 2025-02 — tejas starts morph: 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. (reported; sources: [coding agents need infra to apply code changes](https://podscripts.co/podcasts/the-infra-pod/coding-agents-need-infra-to-apply-code-changes-chat-with-tejas-from-morph), [morph on the yc directory](https://www.ycombinator.com/companies/morph))
- 2025-04-29 — the continue pr: tejas-authored continue pr #4663 merges, adding apply-role docs that name morph — public documentation ahead of the public launch. (confirmed; sources: [tejas-authored apply-role docs incl. morph](https://github.com/continuedev/continue/pull/4663), [continue apply-role docs](https://docs.continue.dev/customize/model-roles/apply))
- 2025-05-02 — the best-practices post: 'best practices for building coding agents with morph' — the blog turns toward agent-builders. (confirmed; sources: [best practices for building coding agents with morph](https://www.morphllm.com/blog/best-practices), [blog index snapshot with post dates](https://arquivo.pt/wayback/20251011053746/https://www.morphllm.com/blog))
- 2025-05-11 — the self-host offer: 'self hosting' posts the self-serve deployment offer — the models for private infrastructure, before the launch. (confirmed; sources: [self hosting](https://www.morphllm.com/blog/self-hosting), [blog index snapshot with post dates](https://arquivo.pt/wayback/20251011053746/https://www.morphllm.com/blog))
- 2025-05-13 — launch yc: the 'other models': 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. (confirmed; sources: [launch yc: morph — the other models](https://www.ycombinator.com/launches/NVI-morph-the-other-models-you-need-to-build-coding-agents-like-cursor), [morphllm launches (yc launch repost)](https://www.fondo.com/blog/morphllm-launches))
- 2025-05-28 — the model-vs-format argument: 'diffs vs fast apply' makes the model-over-format argument; 'morph ❤️ continue' claims the integration the same day. (confirmed; sources: [diffs vs fast apply](https://www.morphllm.com/blog/diffs-vs-fast-apply), [morph ❤️ continue](https://www.morphllm.com/blog/morph-continue))
- 2025-05-31 — the cline pr: 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. (confirmed; sources: [proposed cline integration — closed unmerged](https://github.com/cline/cline/pull/3950))
- 2025-06-15 — 'morph gets faster': '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. (reported; sources: [morph gets faster](https://www.morphllm.com/blog/morph-gets-faster), [blog index snapshot with post dates](https://arquivo.pt/wayback/20251011053746/https://www.morphllm.com/blog))
- 2025-06-26 — morph-v2 on openrouter: morph-v2 lists on openrouter — the first public model listing, days before the hn launch. (reported; sources: [morph models on openrouter](https://openrouter.ai/morph))

## 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.

- 2025-07-07 — launch hn: 217 points: 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. (confirmed; sources: [launch hn: apply ai code edits at 4,500 tokens/sec](https://news.ycombinator.com/item?id=44490863))
- 2025-07-18 — the mcp server: 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. (confirmed; sources: [mcp for fast ai filesystem edits](https://news.ycombinator.com/item?id=44600487), [mcp quickstart docs](https://docs.morphllm.com/mcpquickstart))
- 2025-07-31 — kilo code merges: 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'. (confirmed; sources: [experimental morph fast apply merged](https://github.com/Kilo-Org/kilocode/pull/1628), [fast_edit_file prompts supporting morph/relace](https://github.com/Kilo-Org/kilocode/blob/acbf744e/src/core/prompts/tools/edit-file.ts), [kilo code release notes](https://blog.kilo.ai/p/terminal-command-generation-virtual))
- 2025 — roo code says no: roo code issue #7206 proposes optional morph fast apply — approved in principle, then closed without implementation. proposal only. (confirmed; sources: [proposed roo integration — closed without implementation](https://github.com/RooCodeInc/Roo-Code/issues/7206))
- 2025-08-22 — the explainer: 'what is morph fast apply?' — the explainer post. (confirmed; sources: [what is morph fast apply?](https://www.morphllm.com/blog/what-is-morph-for), [blog index snapshot with post dates](https://arquivo.pt/wayback/20251011053746/https://www.morphllm.com/blog))
- 2025-08-26 — the fly.io tutorial: fly.io publishes 'build better agents with morphllm' on dev.to — the first third-party integration walkthrough, mirrored at engineering.fyi. (confirmed; sources: [build better agents with morphllm](https://dev.to/flyio/build-better-agents-with-morphllm-4mc8), [engineering.fyi mirror of the fly.io tutorial](https://www.engineering.fyi/article/build-better-agents-with-morphllm))
- 2025-09-10 — 'lol, i never said that': 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. (confirmed; sources: [fast apply models are already dead](https://pashpashpash.substack.com/p/fast-apply-models-are-already-dead))
- 2025-09-15 — 10,500 tok/s on b200: '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. (confirmed; sources: [we hit 10,500 tokens/sec on b200](https://www.morphllm.com/blog/morph-breaks-10k-barrier), [10,500 tokens/sec per request on nvidia hardware](https://news.ycombinator.com/item?id=45253167))
- 2025-09-16 — the first customer metric: databutton posts the only named customer metric in the record — apply accuracy 82%→96%, reported via linkedin. (reported; sources: [databutton testimonial: 82%→96%](https://www.linkedin.com/company/databutton))

## 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](https://www.morphllm.com/blog/everything-is-models), [llms are bad at being forced](https://www.morphllm.com/blog/llms-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](https://arquivo.pt/wayback/20251011053800/https://www.morphllm.com/), [about page footer — © 2025 autoinfra, inc.](https://arquivo.pt/wayback/20251028055508/https://www.morphllm.com/about))
- 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](https://aws.amazon.com/solutions/case-studies/morph-case-study/), [how morph scaled to 10,000 tok/s on aws](https://www.morphllm.com/blog/morph-aws-case-study))
- 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](https://news.ycombinator.com/item?id=46210111), [warpgrep product page](https://www.morphllm.com/products/warpgrep))
- 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](https://www.ycombinator.com/launches/Ovu-warpgrep-a-20x-faster-subagent-to-grep-for-code))
- 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](https://news.ycombinator.com/item?id=46698684))
- 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](https://news.ycombinator.com/item?id=46728546), [agentic browser-testing videos in prs](https://news.ycombinator.com/item?id=46739785), [browser verification](https://www.morphllm.com/blog/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](https://news.ycombinator.com/item?id=46891827), [browser verification](https://www.morphllm.com/blog/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](https://podscripts.co/podcasts/the-infra-pod/coding-agents-need-infra-to-apply-code-changes-chat-with-tejas-from-morph), [the infra pod on apple podcasts](https://podcasts.apple.com/in/podcast/coding-agents-need-infra-to-apply-code-changes-chat/id1689151910?i=1000748941076))

## 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](https://scripod.com/episode/f5rcp7ojz0flmw9d4edqew8z/shownote), [start pod notes](https://fondo.com/blog/start-pod-tejas-bhakta))
- 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](https://www.ycombinator.com/launches/PZx-warpgrep-v2-code-search-subagent-1-on-swe-bench-pro), [warpgrep v2](https://www.morphllm.com/blog/warpgrep-v2), [warpgrep benchmark page](https://www.morphllm.com/benchmarks/warp-grep))
- 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](https://www.morphllm.com/blog/codegen-inference-research), [codegen research on hn](https://news.ycombinator.com/item?id=48633230))
- 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](https://news.ycombinator.com/item?id=48739038), [one backbone, many reflexes](https://www.morphllm.com/blog/reflex-inference-engine))
- 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](https://www.morphllm.com/), [the morphllm github org](https://github.com/morphllm))

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


Published by @ben in profile revision 1.
Original document: https://hraness.com/morph/history
Original credited author: Hraness
AI-drafted at Ben Guo's direct request and credited to Hraness; every claim links to its cataloged source.

## Structured source and record data

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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"},"originalUrl":"https://hraness.com/morph/history#lingtual","sourceIds":["source-75dbbf794642dab296f1","source-1caf6b1f8d680ff5886d","source-cd0d4173a3d085a53497"]},{"confidence":"confirmed","date":{"precision":"day","text":"2024-03-20"},"id":"record-0f0b792a09f244a32c3c","kind":"morph-timeline","label":"the other morph raises $19m","original":{"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"},"originalUrl":"https://hraness.com/morph/history#lingtual","sourceIds":["source-f8182112d28d4953f403","source-4b0f0f0d9aefcda95068"]},{"confidence":"inferred","date":{"precision":"year","text":"2024"},"id":"record-cb055f0c77ce800d0613","kind":"morph-timeline","label":"the innkeeper era","original":{"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"},"originalUrl":"https://hraness.com/morph/history#lingtual","sourceIds":["source-d1085e0299faa27d0958","source-0a31c0afd1d50ffe50fa","source-bd8956e9d2bdbf9370bd"]},{"confidence":"confirmed","date":{"precision":"day","text":"2025-02-06"},"id":"record-2a0d800a5180da801851","kind":"morph-timeline","label":"morphllm.com","original":{"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"},"originalUrl":"https://hraness.com/morph/history#rebrand","sourceIds":["source-c4fe8181c39187315959","source-a9e87a6196fb7e3b29a0"]},{"confidence":"reported","date":{"precision":"month","text":"2025-02"},"id":"record-3acd932ade6ca4881a58","kind":"morph-timeline","label":"tejas starts morph","original":{"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"},"originalUrl":"https://hraness.com/morph/history#rebrand","sourceIds":["source-9726c05f95faa790ee88","source-45c5b9e587331b52a9a0"]},{"confidence":"confirmed","date":{"precision":"day","text":"2025-04-29"},"id":"record-02fa5f955a1848d84e0c","kind":"morph-timeline","label":"the continue pr","original":{"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"},"originalUrl":"https://hraness.com/morph/history#rebrand","sourceIds":["source-8279bd44e165dd86a1d2","source-827fbfec914c6ed04212"]},{"confidence":"confirmed","date":{"precision":"day","text":"2025-05-02"},"id":"record-ccc8b62a125af106f9fa","kind":"morph-timeline","label":"the best-practices post","original":{"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"},"originalUrl":"https://hraness.com/morph/history#rebrand","sourceIds":["source-1aafb926b00cfef2ac1b","source-cd0d4173a3d085a53497"]},{"confidence":"confirmed","date":{"precision":"day","text":"2025-05-11"},"id":"record-55d5eb03b4530665a98e","kind":"morph-timeline","label":"the self-host offer","original":{"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"},"originalUrl":"https://hraness.com/morph/history#rebrand","sourceIds":["source-ba140ac4b372c4047366","source-cd0d4173a3d085a53497"]},{"confidence":"confirmed","date":{"precision":"day","text":"2025-05-13"},"id":"record-417903e03180e77ec133","kind":"morph-timeline","label":"launch yc: the 'other models'","original":{"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'"},"originalUrl":"https://hraness.com/morph/history#rebrand","sourceIds":["source-a4b234a89202d7664ba1","source-705bda9069bc9fb7f54e"]},{"confidence":"confirmed","date":{"precision":"day","text":"2025-05-28"},"id":"record-67bc37575fe2fb86deb4","kind":"morph-timeline","label":"the model-vs-format argument","original":{"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"},"originalUrl":"https://hraness.com/morph/history#rebrand","sourceIds":["source-fb082a447f19efed2459","source-33d348a62f231cbf88e0"]},{"confidence":"confirmed","date":{"precision":"day","text":"2025-05-31"},"id":"record-d62b803f6077dbd07fb8","kind":"morph-timeline","label":"the cline pr","original":{"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"},"originalUrl":"https://hraness.com/morph/history#rebrand","sourceIds":["source-83c74be2776071f6a6d5"]},{"confidence":"reported","date":{"precision":"day","text":"2025-06-15"},"id":"record-fae799eb0670e485b5ed","kind":"morph-timeline","label":"'morph gets faster'","original":{"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'"},"originalUrl":"https://hraness.com/morph/history#rebrand","sourceIds":["source-545193c08a97e772011c","source-cd0d4173a3d085a53497"]},{"confidence":"reported","date":{"precision":"day","text":"2025-06-26"},"id":"record-853b4ab0b5a671bd15bc","kind":"morph-timeline","label":"morph-v2 on openrouter","original":{"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"},"originalUrl":"https://hraness.com/morph/history#rebrand","sourceIds":["source-3e709d1efd0f30a105a4"]},{"confidence":"confirmed","date":{"precision":"day","text":"2025-07-07"},"id":"record-b0bb1828f37657981689","kind":"morph-timeline","label":"launch hn: 217 points","original":{"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"},"originalUrl":"https://hraness.com/morph/history#launch","sourceIds":["source-a8d0d2ec904c754d8aee"]},{"confidence":"confirmed","date":{"precision":"day","text":"2025-07-18"},"id":"record-b793236e22a238972571","kind":"morph-timeline","label":"the mcp server","original":{"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"},"originalUrl":"https://hraness.com/morph/history#launch","sourceIds":["source-ad79d284d8ad8169993d","source-ed2cadc60d9b2e7b3378"]},{"confidence":"confirmed","date":{"precision":"day","text":"2025-07-31"},"id":"record-51a7b1487529f10333a9","kind":"morph-timeline","label":"kilo code merges","original":{"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"},"originalUrl":"https://hraness.com/morph/history#launch","sourceIds":["source-e197add274aa59683916","source-90148ac7863911a44ab1","source-727123324679c9f15010"]},{"confidence":"confirmed","date":{"precision":"year","text":"2025"},"id":"record-a55afbf15cfa35db6511","kind":"morph-timeline","label":"roo code says no","original":{"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"},"originalUrl":"https://hraness.com/morph/history#launch","sourceIds":["source-4f890657609c2b6af3f4"]},{"confidence":"confirmed","date":{"precision":"day","text":"2025-08-22"},"id":"record-eda0db9951330b9769a1","kind":"morph-timeline","label":"the explainer","original":{"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"},"originalUrl":"https://hraness.com/morph/history#launch","sourceIds":["source-2d4de9e8494302ba34e5","source-cd0d4173a3d085a53497"]},{"confidence":"confirmed","date":{"precision":"day","text":"2025-08-26"},"id":"record-37aee5ef1ee35cf7385f","kind":"morph-timeline","label":"the fly.io tutorial","original":{"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"},"originalUrl":"https://hraness.com/morph/history#launch","sourceIds":["source-83d5fe235ba4097758e8","source-f33f58bda0f0b2fe0d1d"]},{"confidence":"confirmed","date":{"precision":"day","text":"2025-09-10"},"id":"record-03e4e4dfb1a1f9107618","kind":"morph-timeline","label":"'lol, i never said that'","original":{"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'"},"originalUrl":"https://hraness.com/morph/history#launch","sourceIds":["source-cd39fecd31fc2ee9ac2c"]},{"confidence":"confirmed","date":{"precision":"day","text":"2025-09-15"},"id":"record-c318a52729a5cde8324b","kind":"morph-timeline","label":"10,500 tok/s on b200","original":{"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"},"originalUrl":"https://hraness.com/morph/history#launch","sourceIds":["source-5173f7ad3bc62a776e4a","source-e34120bde1a5f19538da"]},{"confidence":"reported","date":{"precision":"day","text":"2025-09-16"},"id":"record-1c18741bd452eef37541","kind":"morph-timeline","label":"the first customer metric","original":{"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"},"originalUrl":"https://hraness.com/morph/history#launch","sourceIds":["source-d0cb1befb3e3d31b2d71"]},{"confidence":"confirmed","date":{"precision":"month","text":"2025-10"},"id":"record-4d3e8b053b72dede9c07","kind":"morph-timeline","label":"'everything is models'","original":{"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'"},"originalUrl":"https://hraness.com/morph/history#suite","sourceIds":["source-b20d8a1e26def01739d7","source-80f08a39aa4a86c3f1b5","source-dde1da24d3e87e7879c3"]},{"confidence":"confirmed","date":{"precision":"day","text":"2025-10-11"},"id":"record-5979bf5d6e67a8b365a7","kind":"morph-timeline","label":"the october snapshot","original":{"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"},"originalUrl":"https://hraness.com/morph/history#suite","sourceIds":["source-48e302b14b009c15caa2","source-a9e87a6196fb7e3b29a0"]},{"confidence":"confirmed","date":{"precision":"month","text":"2025-12"},"id":"record-a4bd162f26989199ecd5","kind":"morph-timeline","label":"the aws case study","original":{"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 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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"},"originalUrl":"https://hraness.com/morph/history#suite","sourceIds":["source-55283eed4bf2b6e773de"]},{"confidence":"confirmed","date":{"precision":"day","text":"2026-01-20"},"id":"record-6f1eae359daf672e3e4d","kind":"morph-timeline","label":"the twitter-algorithm demo","original":{"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"},"originalUrl":"https://hraness.com/morph/history#suite","sourceIds":["source-a5fe7074b4e6b167482d"]},{"confidence":"confirmed","date":{"precision":"day","text":"2026-01-23"},"id":"record-73c383c80f070dcc1b84","kind":"morph-timeline","label":"learning to test code changes","original":{"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 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````