Public dossier section · @ben
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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.
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Published text
morph: sources
every source cited in the morph history, with its date and type.
- aider edit-format leaderboard — aider.chat (2026-09, reporting). aider edit-format leaderboard; diff-format success by model
- aider edit-format taxonomy (whole/diff/udiff/patch/search-replace) — aider.chat (2026-09, primary). aider edit-format taxonomy (whole/diff/udiff/patch/search-replace)
- aider issue #625 — the two-llms debate — github (2024-05-30, repo). debate of cursor-style apply; gauthier "2 llms" latency/failure objections (june 4 comment)
- upgraded claude 3.5 sonnet + computer use — anthropic (2024-10-22, reporting). upgraded claude 3.5 sonnet; text_editor_20241022 tool
- swe-bench + str_replace_editor details — anthropic (2024-10-30, reporting). str_replace_editor details; "highest reliability with string replacement"
- the infra pod on apple podcasts — apple podcasts (2026-02-09, interview). infra pod episode w/ tejas; show notes incl. "why cursor removed fast apply"
- aws morph case study — aws.amazon.com (2025-12, reporting). aws: morph custom inference engine on nvidia h100; 1,000→10,000 tok/s; middleware framing
- cognition × cerebras case study — cerebras.ai (2025, reporting). cognition swe-grep deployment on cerebras; fast-inference context
- don't build multi-agents — cognition.ai (2025-06-12, reporting). "today, the edit decision-making and applying are more often done by a single model in one action."
- swe-grep and swe-grep-mini — cognition.com (2025-10-16, reporting). swe-grep/swe-grep-mini rl retrieval subagents on cerebras
- composio podcast notes on tejas — linkedin (2025-12, interview). tejas interview notes: two-person team, gpu bill 8× salary, speed→conversion claim
- continue apply-role docs — docs.continue.dev (2026-09, primary). continue apply role recommends morph fast apply or relace instant apply
- mercury coder in continue — continue.dev (2026-09, primary). mercury coder integration notes (speed-positioned code model)
- tejas-authored apply-role docs incl. morph — github (2025-03-15, repo). tejas-authored apply-role docs incl. morph; merged 2025-04-29
- editing files at 1000 tokens per second — cursor (2024-05-14, reporting). original fast-apply post: ~1,000 tok/s, speculative edits, fine-tuned 70b
- instant apply, wayback copy — wayback machine (2024-08-23, archive). archived copy preserving original text
- databutton testimonial: 82%→96% — linkedin (2025-09-16, primary). databutton testimonial: apply accuracy 82%→96% (reported via linkedin)
- build better agents with morphllm — dev.to (2025-08-26, reporting). fly.io morph integration walkthrough
- engineering.fyi mirror of the fly.io tutorial — engineering.fyi (2025, reporting). mirror of fly.io morph tutorial
- morphllm launches (yc launch repost) — fondo.com (2026-02-09, reporting). republished yc launch copy incl. fortune-50 staff-eng quote and self-host link
- start pod notes — fondo.com (2026, interview). start pod: "agents don't need bigger models. they need better tools."
- why ai tools rewrite full files instead of diffs — anishgandhi.com (2026, reference). why tools prefer full rewrites; ~400-line crossover; converge of aider/cursor/morph
- how ai coding tools edit code under the hood — anishgandhi.com (2026, reference). two-model edit anatomy; the "seam" where models disagree
- ast edits benchmark — geometricagi.github.io (2026-04-02, reporting). edit-format benchmark incl. whole-file/search-replace/patch/ast
- grok cli morph integration — npm (2025, community). community cli integrating morph apply (reported)
- the hashline harness benchmark — mywrittenword.com (2026-04-12, reference). can bölük hashline harness benchmark; grok code fast 1 6.7%→68.3%
- hn algolia comment corpus for morph — hn.algolia.com (2026-09, community). algolia hn comment corpus for morph mentions incl. 2025-09-15 10k-tok/s self-post
- hn submission of cursor 1000-tok/s post (10 pts) — hacker news (2024-06-05, community). hn submission of cursor 1000-tok/s post (10 pts)
- cursor removed its instant apply post — hacker news (2024-09-29, community). "cursorai just removed technical blog post about their instant apply algorithm" (2 pts)
- codegen research on hn — hacker news (2026-06-22, community). "optimizing models to be fast at codegen" submission (2 pts)
- [everything is model[s] on hn](https://news.ycombinator.com/item?id=45488424) — hacker news (2025-10-06, community). "everything is model[s]" submission (1 pt)
- relace a year of fast apply thread (48 pts, 6 comments) — hacker news (2025-10-29, community). relace "a year of fast apply" thread (48 pts, 6 comments)
- relace compaction post submission (6 pts) — hacker news (2026-07-13, community). relace compaction post submission (6 pts)
- launch hn: relace (111 pts, 51 comments) — hacker news (2025-05-27, community). launch hn: relace (111 pts, 51 comments)
- relace were trying to make kimi k3 cheaper (3 pts) — hacker news (2026-08-20, community). relace "we're trying to make kimi k3 cheaper" (3 pts)
- swe-grep hn thread (97 pts, 31 comments) — hacker news (2025-10-16, community). swe-grep hn thread (97 pts, 31 comments)
- mercury api availability — inceptionlabs.ai (2025, reporting). mercury api availability; speed positioning
- coding agents need infra to apply code changes — podscripts.co (2026-02-09, interview). tejas interview: pivots, feb-2025 start, 70–80% prior, 30–40% lazy-prompt gain, b2b sdk/mcp, ~4× cerebras claim
- kilo code release notes — blog.kilo.ai (2025-08, reporting). kilo release notes incl. v4.71.0 experimental morph fast apply (contributor tejas)
- open-source fastapply pipeline + dataset powering softgen — github (2024-10, repo). open-source fastapply pipeline + dataset powering softgen
- fastapply-1.5b model card — huggingface.co (2024-10, reference). fastapply-1.5b (qwen2.5-coder finetune) weights
- mercury diffusion code models — arxiv.org (2025-06, reporting). mercury diffusion code models; ~1,109/737 tok/s mini/small on h100
- apply endpoint spec — docs.morphllm.com (2026-09, primary). apply endpoint spec; openai-compatible surface
- how morph scaled to 10,000 tok/s on aws — morphllm.com (2025-12, reporting). morph's aws writeup: <400 ms 15k-token refactors; binance 50–70% gains (vendor-reported)
- flash compact launch — morphllm.com (2026, reporting). flash compact launch: 33,000 tok/s verbatim compaction
- compact sdk docs — docs.morphllm.com (2026-09, primary). morph-compactor: 33,000 tok/s, 1m ctx, 50–70% reduction
- compact product page — morphllm.com (2026-09, primary). compact marketing page (spec inconsistencies vs. docs noted)
- one backbone, many reflexes — morphllm.com (2026-06-23, reporting). "one backbone, many reflexes" multi-head classifier engine
- fast apply sdk docs — docs.morphllm.com (2026-09, primary). sdk component docs (spec variants vs. other pages)
- warpgrep benchmark page — morphllm.com (2026-09, reporting). vendor warpgrep benchmark page
- gpt-4.1 launch — openai (2025-04-14, reporting). gpt-4.1 launch; major gains claimed on aider polyglot diff benchmark
- morph models on openrouter — openrouter.ai (2026-09, reference). morph models on openrouter; pricing + observed-throughput context (sibling: /morph/morph-v3-large)
- osmosis-apply-1.7b model card — huggingface.co (2025, reference). open-source apply model (qwen3-1.7b base)
- mcp server for osmosis-apply — github (2025, repo). mcp server for osmosis-apply
- rl for code-merging writeup — osmosis.ai (2025, reporting). rl for code-merging writeup
- fast apply models are already dead — pashpashpash.substack.com (2025-06-20, reporting). bear-case post; gauthier quote; tejas "lol, i never said that" reply (sep 10, 2025)
- hash-anchored edit tools — github (2026, repo). hash-anchored edit tools; cites bölük 16-model harness benchmark
- relace series a announcement — relace.ai (2025-10-08, reporting). $23m series a led by a16z; matrix + yc participating
- mercury coder small on vercel ai gateway — vercel (2026-09, reporting). mercury coder small on vercel ai gateway
- relace launch yc: cheaper/faster/more-reliable codegen models — ycombinator.com (2025-05, primary). relace launch yc: cheaper/faster/more-reliable codegen models
- relace yc profile — ycombinator.com (2026-09, primary). yc w23 profile
- about page footer — © 2025 autoinfra, inc. — arquivo.pt (2025-10-28, archive). footer: "© 2025 autoinfra, inc."
- blog index snapshot with post dates — arquivo.pt (2025-10-11, archive). blog index snapshot with post dates
- homepage snapshot: benchmark tables, hundreds of startups and enterprises — arquivo.pt (2025-10-11, archive). homepage snapshot: benchmark tables, "hundreds of startups and enterprises"
- tejas bhakta on beamstart — beamstart.com (undated, reference). tesla autopilot/energy 3yr bio; motel/$48k website; ucsd
- fast apply benchmark page — morphllm.com (2026, primary). self-reported benchmark table; llm-judged methodology
- we hit 10,500 tokens/sec on b200 — morphllm.com (2025-09-15, primary). 10,500 tok/s on b200; custom kernels + speculative execution
- best practices for building coding agents with morph — morphllm.com (2025-05-02, primary). agent-builder best practices
- browser verification — morphllm.com (2026-01-23, primary). glance: rl browser-testing agent
- optimizing models to be fast at codegen — morphllm.com (2026-06, primary). speculator economics; 1.93x vs 100x; 33k compaction; serves qwen/glm/deepseek/minimax
- morph ❤️ continue — morphllm.com (2025-05-28, primary). continue integration announcement
- how cursor composer and apply work — morphllm.com (2024-02-15, primary). analysis of cursor apply internals
- diffs vs fast apply — morphllm.com (2025-05-28, primary). fast apply vs diffs argument
- everything is models — morphllm.com (2025-10-10, primary). "everything is models" thesis
- faster agents — morphllm.com (2024-02-13, primary). earliest dated post (predates domain — migrated/backdated)
- morph gets faster — morphllm.com (2025-06-15, primary). speed post; title later showed 10.5k (update ambiguity)
- llms are bad at being forced — morphllm.com (2025-10-10, primary). structured-output critique
- self hosting — morphllm.com (2025-05-11, primary). self-host offering
- warpgrep v2 — morphllm.com (2026-03-31, primary). warpgrep v2 launch; swe-bench pro claims
- what is morph fast apply? — morphllm.com (2025-08-22, primary). explainer post
Original source occurrences
- aider edit-format leaderboard · aider.chat · 2026-09 (month) · original ID: src-ci-aider-edit-bench · Other public citations of this URL
aider edit-format leaderboard; diff-format success by model
- aider edit-format taxonomy (whole/diff/udiff/patch/search-replace) · aider.chat · 2026-09 (month) · original ID: src-ci-aider-edit-formats · Other public citations of this URL
aider edit-format taxonomy (whole/diff/udiff/patch/search-replace)
- aider issue #625 — the two-llms debate · github · 2024-05-30 (day) · original ID: src-ci-aider-issue-625 · Other public citations of this URL
debate of cursor-style apply; gauthier "2 llms" latency/failure objections (june 4 comment)
- upgraded claude 3.5 sonnet + computer use · anthropic · 2024-10-22 (day) · original ID: src-ci-anthropic-35 · Other public citations of this URL
upgraded claude 3.5 sonnet; text_editor_20241022 tool
- swe-bench + str_replace_editor details · anthropic · 2024-10-30 (day) · original ID: src-ci-anthropic-swe-bench · Other public citations of this URL
str_replace_editor details; "highest reliability with string replacement"
- 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"
- 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
- cognition × cerebras case study · cerebras.ai · 2025 (year) · original ID: src-ci-cerebras-cognition · Other public citations of this URL
cognition swe-grep deployment on cerebras; fast-inference context
- don't build multi-agents · cognition.ai · 2025-06-12 (day) · original ID: src-ci-cognition-multi-agents · Other public citations of this URL
"today, the edit decision-making and applying are more often done by a single model in one action."
- swe-grep and swe-grep-mini · cognition.com · 2025-10-16 (day) · original ID: src-ci-cognition-swe-grep · Other public citations of this URL
swe-grep/swe-grep-mini rl retrieval subagents on cerebras
- composio podcast notes on tejas · linkedin · 2025-12 (month) · original ID: src-ci-composio-podcast · Other public citations of this URL
tejas interview notes: two-person team, gpu bill 8× salary, speed→conversion claim
- 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
- mercury coder in continue · continue.dev · 2026-09 (month) · original ID: src-ci-continue-mercury · Other public citations of this URL
mercury coder integration notes (speed-positioned code model)
- 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
- editing files at 1000 tokens per second · cursor · 2024-05-14 (day) · original ID: src-ci-cursor-instant-apply · Other public citations of this URL
original fast-apply post: ~1,000 tok/s, speculative edits, fine-tuned 70b
- instant apply, wayback copy · wayback machine · 2024-08-23 (day) · original ID: src-ci-cursor-instant-apply-wayback · Other public citations of this URL
archived copy preserving original text
- 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)
- 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
- 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
- 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
- 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."
- why ai tools rewrite full files instead of diffs · anishgandhi.com · 2026 (year) · original ID: src-ci-gandhi-diffs · Other public citations of this URL
why tools prefer full rewrites; ~400-line crossover; converge of aider/cursor/morph
- how ai coding tools edit code under the hood · anishgandhi.com · 2026 (year) · original ID: src-ci-gandhi-editing · Other public citations of this URL
two-model edit anatomy; the "seam" where models disagree
- ast edits benchmark · geometricagi.github.io · 2026-04-02 (day) · original ID: src-ci-geometric-ast · Other public citations of this URL
edit-format benchmark incl. whole-file/search-replace/patch/ast
- grok cli morph integration · npm · 2025 (year) · original ID: src-ci-grok-cli · Other public citations of this URL
community cli integrating morph apply (reported)
- the hashline harness benchmark · mywrittenword.com · 2026-04-12 (day) · original ID: src-ci-hashline-mww · Other public citations of this URL
can bölük hashline harness benchmark; grok code fast 1 6.7%→68.3%
- hn algolia comment corpus for morph · hn.algolia.com · 2026-09 (month) · original ID: src-ci-hn-algolia-comments · Other public citations of this URL
algolia hn comment corpus for morph mentions incl. 2025-09-15 10k-tok/s self-post
- hn submission of cursor 1000-tok/s post (10 pts) · hacker news · 2024-06-05 (day) · original ID: src-ci-hn-cursor-1000 · Other public citations of this URL
hn submission of cursor 1000-tok/s post (10 pts)
- cursor removed its instant apply post · hacker news · 2024-09-29 (day) · original ID: src-ci-hn-cursor-removed · Other public citations of this URL
"cursorai just removed technical blog post about their instant apply algorithm" (2 pts)
- 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)
- 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)
- relace a year of fast apply thread (48 pts, 6 comments) · hacker news · 2025-10-29 (day) · original ID: src-ci-hn-relace-apply3 · Other public citations of this URL
relace "a year of fast apply" thread (48 pts, 6 comments)
- relace compaction post submission (6 pts) · hacker news · 2026-07-13 (day) · original ID: src-ci-hn-relace-compact · Other public citations of this URL
relace compaction post submission (6 pts)
- launch hn: relace (111 pts, 51 comments) · hacker news · 2025-05-27 (day) · original ID: src-ci-hn-relace-launch · Other public citations of this URL
launch hn: relace (111 pts, 51 comments)
- relace were trying to make kimi k3 cheaper (3 pts) · hacker news · 2026-08-20 (day) · original ID: src-ci-hn-relace-packs · Other public citations of this URL
relace "we're trying to make kimi k3 cheaper" (3 pts)
- swe-grep hn thread (97 pts, 31 comments) · hacker news · 2025-10-16 (day) · original ID: src-ci-hn-swe-grep · Other public citations of this URL
swe-grep hn thread (97 pts, 31 comments)
- mercury api availability · inceptionlabs.ai · 2025 (year) · original ID: src-ci-inception-api · Other public citations of this URL
mercury api availability; speed positioning
- 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
- 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)
- open-source fastapply pipeline + dataset powering softgen · github · 2024-10 (month) · original ID: src-ci-kortix-gh · Other public citations of this URL
open-source fastapply pipeline + dataset powering softgen
- fastapply-1.5b model card · huggingface.co · 2024-10 (month) · original ID: src-ci-kortix-hf · Other public citations of this URL
fastapply-1.5b (qwen2.5-coder finetune) weights
- mercury diffusion code models · arxiv.org · 2025-06 (month) · original ID: src-ci-mercury-arxiv · Other public citations of this URL
mercury diffusion code models; ~1,109/737 tok/s mini/small on h100
- apply endpoint spec · docs.morphllm.com · 2026-09 (month) · original ID: src-ci-morph-api-apply · Other public citations of this URL
apply endpoint spec; openai-compatible surface
- 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)
- flash compact launch · morphllm.com · 2026 (year) · original ID: src-ci-morph-compact-blog · Other public citations of this URL
flash compact launch: 33,000 tok/s verbatim compaction
- compact sdk docs · docs.morphllm.com · 2026-09 (month) · original ID: src-ci-morph-compact-docs · Other public citations of this URL
morph-compactor: 33,000 tok/s, 1m ctx, 50–70% reduction
- compact product page · morphllm.com · 2026-09 (month) · original ID: src-ci-morph-compact-product · Other public citations of this URL
compact marketing page (spec inconsistencies vs. docs noted)
- 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
- fast apply sdk docs · docs.morphllm.com · 2026-09 (month) · original ID: src-ci-morph-sdk-fast-apply · Other public citations of this URL
sdk component docs (spec variants vs. other pages)
- 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
- gpt-4.1 launch · openai · 2025-04-14 (day) · original ID: src-ci-openai-gpt41 · Other public citations of this URL
gpt-4.1 launch; major gains claimed on aider polyglot diff benchmark
- morph models on openrouter · openrouter.ai · 2026-09 (month) · original ID: src-ci-openrouter-morph · Other public citations of this URL
morph models on openrouter; pricing + observed-throughput context (sibling: /morph/morph-v3-large)
- osmosis-apply-1.7b model card · huggingface.co · 2025 (year) · original ID: src-ci-osmosis-hf · Other public citations of this URL
open-source apply model (qwen3-1.7b base)
- mcp server for osmosis-apply · github · 2025 (year) · original ID: src-ci-osmosis-mcp · Other public citations of this URL
mcp server for osmosis-apply
- rl for code-merging writeup · osmosis.ai · 2025 (year) · original ID: src-ci-osmosis-rl · Other public citations of this URL
rl for code-merging writeup
- 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)
- hash-anchored edit tools · github · 2026 (year) · original ID: src-ci-pi-hashline · Other public citations of this URL
hash-anchored edit tools; cites bölük 16-model harness benchmark
- relace series a announcement · relace.ai · 2025-10-08 (day) · original ID: src-ci-relace-series-a · Other public citations of this URL
$23m series a led by a16z; matrix + yc participating
- mercury coder small on vercel ai gateway · vercel · 2026-09 (month) · original ID: src-ci-vercel-mercury · Other public citations of this URL
mercury coder small on vercel ai gateway
- relace launch yc: cheaper/faster/more-reliable codegen models · ycombinator.com · 2025-05 (month) · original ID: src-ci-yc-launch-relace · Other public citations of this URL
relace launch yc: cheaper/faster/more-reliable codegen models
- relace yc profile · ycombinator.com · 2026-09 (month) · original ID: src-ci-yc-relace · Other public citations of this URL
yc w23 profile
- 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."
- 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
- 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"
- 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
- fast apply benchmark page · morphllm.com · 2026 (year) · original ID: src-hp-bench-fast-apply · Other public citations of this URL
self-reported benchmark table; llm-judged methodology
- 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
- 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
- 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
- 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
- morph ❤️ continue · morphllm.com · 2025-05-28 (day) · original ID: src-hp-blog-continue · Other public citations of this URL
continue integration announcement
- 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
- 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
- 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
- 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)
- 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)
- 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
- self hosting · morphllm.com · 2025-05-11 (day) · original ID: src-hp-blog-self-hosting · Other public citations of this URL
self-host offering
- 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
- 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