sources
every source cited in the morph history, with its date and type.
the catalog
every claim on this site carries source ids that resolve here. type marks the evidence role; dates keep the precision the source gave.
- 2026-09aider edit-format leaderboardaider.chataider edit-format leaderboard; diff-format success by model
- 2026-09aider edit-format taxonomy (whole/diff/udiff/patch/search-replace)aider.chataider edit-format taxonomy (whole/diff/udiff/patch/search-replace)
- 2024-05-30aider issue #625 — the two-llms debategithubdebate of cursor-style apply; gauthier "2 llms" latency/failure objections (june 4 comment)
- 2024-10-22upgraded claude 3.5 sonnet + computer useanthropicupgraded claude 3.5 sonnet; text_editor_20241022 tool
- 2024-10-30swe-bench + str_replace_editor detailsanthropicstr_replace_editor details; "highest reliability with string replacement"
- 2026-02-09the infra pod on apple podcastsapple podcastsinfra pod episode w/ tejas; show notes incl. "why cursor removed fast apply"
- 2025-12aws morph case studyaws.amazon.comaws: morph custom inference engine on nvidia h100; 1,000→10,000 tok/s; middleware framing
- 2025cognition × cerebras case studycerebras.aicognition swe-grep deployment on cerebras; fast-inference context
- 2025-06-12don't build multi-agentscognition.ai"today, the edit decision-making and applying are more often done by a single model in one action."
- 2025-10-16swe-grep and swe-grep-minicognition.comswe-grep/swe-grep-mini rl retrieval subagents on cerebras
- 2025-12composio podcast notes on tejaslinkedintejas interview notes: two-person team, gpu bill 8× salary, speed→conversion claim
- 2026-09continue apply-role docsdocs.continue.devcontinue apply role recommends morph fast apply or relace instant apply
- 2026-09mercury coder in continuecontinue.devmercury coder integration notes (speed-positioned code model)
- 2025-03-15tejas-authored apply-role docs incl. morphgithubtejas-authored apply-role docs incl. morph; merged 2025-04-29
- 2024-05-14editing files at 1000 tokens per secondcursororiginal fast-apply post: ~1,000 tok/s, speculative edits, fine-tuned 70b
- 2024-08-23instant apply, wayback copywayback machinearchived copy preserving original text
- 2025-09-16databutton testimonial: 82%→96%linkedindatabutton testimonial: apply accuracy 82%→96% (reported via linkedin)
- 2025-08-26build better agents with morphllmdev.tofly.io morph integration walkthrough
- 2025engineering.fyi mirror of the fly.io tutorialengineering.fyimirror of fly.io morph tutorial
- 2026-02-09morphllm launches (yc launch repost)fondo.comrepublished yc launch copy incl. fortune-50 staff-eng quote and self-host link
- 2026start pod notesfondo.comstart pod: "agents don't need bigger models. they need better tools."
- 2026why ai tools rewrite full files instead of diffsanishgandhi.comwhy tools prefer full rewrites; ~400-line crossover; converge of aider/cursor/morph
- 2026how ai coding tools edit code under the hoodanishgandhi.comtwo-model edit anatomy; the "seam" where models disagree
- 2026-04-02ast edits benchmarkgeometricagi.github.ioedit-format benchmark incl. whole-file/search-replace/patch/ast
- 2025grok cli morph integrationnpmcommunity cli integrating morph apply (reported)
- 2026-04-12the hashline harness benchmarkmywrittenword.comcan bölük hashline harness benchmark; grok code fast 1 6.7%→68.3%
- 2026-09hn algolia comment corpus for morphhn.algolia.comalgolia hn comment corpus for morph mentions incl. 2025-09-15 10k-tok/s self-post
- 2024-06-05hn submission of cursor 1000-tok/s post (10 pts)hacker newshn submission of cursor 1000-tok/s post (10 pts)
- 2024-09-29cursor removed its instant apply posthacker news"cursorai just removed technical blog post about their instant apply algorithm" (2 pts)
- 2026-06-22codegen research on hnhacker news"optimizing models to be fast at codegen" submission (2 pts)
- 2025-10-06everything is model[s] on hnhacker news"everything is model[s]" submission (1 pt)
- 2025-10-29relace a year of fast apply thread (48 pts, 6 comments)hacker newsrelace "a year of fast apply" thread (48 pts, 6 comments)
- 2026-07-13relace compaction post submission (6 pts)hacker newsrelace compaction post submission (6 pts)
- 2025-05-27launch hn: relace (111 pts, 51 comments)hacker newslaunch hn: relace (111 pts, 51 comments)
- 2026-08-20relace were trying to make kimi k3 cheaper (3 pts)hacker newsrelace "we're trying to make kimi k3 cheaper" (3 pts)
- 2025-10-16swe-grep hn thread (97 pts, 31 comments)hacker newsswe-grep hn thread (97 pts, 31 comments)
- 2025mercury api availabilityinceptionlabs.aimercury api availability; speed positioning
- 2026-02-09coding agents need infra to apply code changespodscripts.cotejas interview: pivots, feb-2025 start, 70–80% prior, 30–40% lazy-prompt gain, b2b sdk/mcp, ~4× cerebras claim
- 2025-08kilo code release notesblog.kilo.aikilo release notes incl. v4.71.0 experimental morph fast apply (contributor tejas)
- 2024-10open-source fastapply pipeline + dataset powering softgengithubopen-source fastapply pipeline + dataset powering softgen
- 2024-10fastapply-1.5b model cardhuggingface.cofastapply-1.5b (qwen2.5-coder finetune) weights
- 2025-06mercury diffusion code modelsarxiv.orgmercury diffusion code models; ~1,109/737 tok/s mini/small on h100
- 2026-09apply endpoint specdocs.morphllm.comapply endpoint spec; openai-compatible surface
- 2025-12how morph scaled to 10,000 tok/s on awsmorphllm.commorph's aws writeup: <400 ms 15k-token refactors; binance 50–70% gains (vendor-reported)
- 2026flash compact launchmorphllm.comflash compact launch: 33,000 tok/s verbatim compaction
- 2026-09compact sdk docsdocs.morphllm.commorph-compactor: 33,000 tok/s, 1m ctx, 50–70% reduction
- 2026-09compact product pagemorphllm.comcompact marketing page (spec inconsistencies vs. docs noted)
- 2026-06-23one backbone, many reflexesmorphllm.com"one backbone, many reflexes" multi-head classifier engine
- 2026-09fast apply sdk docsdocs.morphllm.comsdk component docs (spec variants vs. other pages)
- 2026-09warpgrep benchmark pagemorphllm.comvendor warpgrep benchmark page
- 2025-04-14gpt-4.1 launchopenaigpt-4.1 launch; major gains claimed on aider polyglot diff benchmark
- 2026-09morph models on openrouteropenrouter.aimorph models on openrouter; pricing + observed-throughput context (sibling: /morph/morph-v3-large)
- 2025osmosis-apply-1.7b model cardhuggingface.coopen-source apply model (qwen3-1.7b base)
- 2025mcp server for osmosis-applygithubmcp server for osmosis-apply
- 2025rl for code-merging writeuposmosis.airl for code-merging writeup
- 2025-06-20fast apply models are already deadpashpashpash.substack.combear-case post; gauthier quote; tejas "lol, i never said that" reply (sep 10, 2025)
- 2026hash-anchored edit toolsgithubhash-anchored edit tools; cites bölük 16-model harness benchmark
- 2025-10-08relace series a announcementrelace.ai$23m series a led by a16z; matrix + yc participating
- 2026-09mercury coder small on vercel ai gatewayvercelmercury coder small on vercel ai gateway
- 2025-05relace launch yc: cheaper/faster/more-reliable codegen modelsycombinator.comrelace launch yc: cheaper/faster/more-reliable codegen models
- 2026-09relace yc profileycombinator.comyc w23 profile
- 2025-10-28about page footer — © 2025 autoinfra, inc.arquivo.ptfooter: "© 2025 autoinfra, inc."
- 2025-10-11blog index snapshot with post datesarquivo.ptblog index snapshot with post dates
- 2025-10-11homepage snapshot: benchmark tables, hundreds of startups and enterprisesarquivo.pthomepage snapshot: benchmark tables, "hundreds of startups and enterprises"
- undatedtejas bhakta on beamstartbeamstart.comtesla autopilot/energy 3yr bio; motel/$48k website; ucsd
- 2026fast apply benchmark pagemorphllm.comself-reported benchmark table; llm-judged methodology
- 2025-09-15we hit 10,500 tokens/sec on b200morphllm.com10,500 tok/s on b200; custom kernels + speculative execution
- 2025-05-02best practices for building coding agents with morphmorphllm.comagent-builder best practices
- 2026-01-23browser verificationmorphllm.comglance: rl browser-testing agent
- 2026-06optimizing models to be fast at codegenmorphllm.comspeculator economics; 1.93x vs 100x; 33k compaction; serves qwen/glm/deepseek/minimax
- 2025-05-28morph ❤️ continuemorphllm.comcontinue integration announcement
- 2024-02-15how cursor composer and apply workmorphllm.comanalysis of cursor apply internals
- 2025-05-28diffs vs fast applymorphllm.comfast apply vs diffs argument
- 2025-10-10everything is modelsmorphllm.com"everything is models" thesis
- 2024-02-13faster agentsmorphllm.comearliest dated post (predates domain — migrated/backdated)
- 2025-06-15morph gets fastermorphllm.comspeed post; title later showed 10.5k (update ambiguity)
- 2025-10-10llms are bad at being forcedmorphllm.comstructured-output critique
- 2025-05-11self hostingmorphllm.comself-host offering
- 2026-03-31warpgrep v2morphllm.comwarpgrep v2 launch; swe-bench pro claims
- 2025-08-22what is morph fast apply?morphllm.comexplainer post
- undatedmorphllm on caplightcaplight.com$19.5m claim — conflated with morph l2
- undatedlingtual on cb insightscb insightslingtual founded 2023, sf, no-code ai platform
- 2026apply model docs — v3-fast/v3-large specsdocs.morphllm.commodel table (v3-fast 10.5k/96%, v3-large 2.5k/98%), "same concept cursor uses"
- 2026mcp quickstart docsdocs.morphllm.commcp setup targets: cursor, claude code, windsurf, cline, vs code, claude desktop
- 2026-06-26fast-apply models: cursor, morph, and relacedreaming.pressthird-party apply-model landscape; vendor-numbers caveat
- 2023yc s23 batch writeup incl. lingtualevoailabs.medium.comlingtual's original s23 pitch text
- 2026fast apply model pagemorphllm.comfast apply page: 7b/10.5k claims, "used by jetbrains, vercel, webflow", pricing/models
- 2024-03-20fortune coverage of morph l2 roundfortunefortune coverage of morph l2 round
- undatedmorph on fundraisingfoxfundraisingfox.com$19m seed claim — conflated with morph l2
- 2025proposed cline integration — closed unmergedgithubproposed cline integration — closed unmerged
- 2025fast_edit_file prompts supporting morph/relacegithubfast_edit_file prompts supporting morph/relace
- 2025-07-30experimental morph fast apply mergedgithubexperimental morph fast apply merged
- 2025–2026opencode-morph-plugingithubmit; fast apply + warpgrep + flashcompact plugin
- 2023-07-10the morphllm github orggithubofficial org, ~24 public repos
- 2025proposed roo integration — closed without implementationgithubproposed roo integration — closed without implementation
- 2025-09-1510,500 tokens/sec per request on nvidia hardwarehacker news"10,500 tokens/sec per request on nvidia hardware"
- 2026-01-24agentic browser-testing videos in prshacker newsagentic browser-testing videos in prs
- 2026-02-04glance launch: pr testing videoshacker newsglance launch: pr testing videos
- 2025-07-07launch hn: apply ai code edits at 4,500 tokens/sechacker newslaunch hn + tejas comments (all quotes)
- 2025-07-18mcp for fast ai filesystem editshacker news"mcp for fast ai filesystem edits"
- 2025-07-21we're already post-agihacker newsessay "we're already post-agi"
- 2026-06-30reflexes launch: multi-head trace classifiershacker newsreflexes launch: multi-head trace classifiers
- 2026-01-23learning to test code changes with rlhacker news"learning to test code changes with rl"
- 2025-07-14how intelligence self organizeshacker newsessay "how intelligence self organizes"
- 2026-01-20warpgrep on twitter algorithm repohacker newswarpgrep on twitter algorithm repo
- 2025-12-09warpgrep show hnhacker newswarpgrep show hn
- undatedmorphllm linkedin company pagelinkedincompany page; $500k pre-seed 2023-06-01 listing
- undatedtejas bhakta on linkedinlinkedinfounder/ceo, ex-tesla ai
- undatedvlad lezhnin on linkedinlinkedin"co-founder & cto @ morph" claim; ex-spotify, 15+ yrs
- 2026-09morphllm.com homepagemorphllm.comcurrent homepage: positioning, product suite
- undatedmorph on neuronfeedneuronfeed.com$500k jan 2025, yc + transpose platform
- undated@f97/opencode-morph-fast-applynpmcommunity third-party plugin package
- undatedmorph models on openrouteropenrouter.aimodel availability; morph-v2 created 2025-06-26
- undatedv3-fast vs relace apply 3 on openrouteropenrouter.aiv3-fast 81,920 ctx, $0.80/$1.20 vs relace apply 3
- undatedmorphllm on platoseedplatoseed.comaka names; "launched on yc may 2025"
- 2025the infra pod (apple podcasts)apple podcasts"coding agents need infra to apply code changes"
- 2026-03-27the start podcast episodescripod.comstart ep: transcript/quotes; apply ~10k, compact 33k tok/s
- 2024-03-20morph l2 announces $19m seed (different company)prnewswiremorph l2's $19m seed (different company)
- 2026fastapply product spec (.md)morphllm.commachine-readable product spec: 7b/14b, custom engine
- 2026warpgrep product pagemorphllm.com14b, ~900 tok/s b200, partner logos
- undatedmorph on reforgersreforgers.comaka autoinfra/lingtual/innkeeper; founded 2023
- 2026relace apply 3 — a year of fast applyrelace.aicompetitor post "a year of fast apply"; apply 3 10k+ tok/s 256k
- 2026-09-16sec edgar search — autoinfra/morphllmseczero filings for autoinfra/morphllm
- undatedsecond spotify episodeopen.spotify.comsecond interview episode (details unverified)
- undatedtejas bhakta's personal sitetejasbhakta.com"founder/ceo @morphllm.com (yc s23)"; prior projects
- 2023-07-26lingtual on toolifytoolify.ailingtual directory listing; founders@lingtual.com
- undatedmorphllm on tracxntracxnlists company as unfunded
- 2023-08-04lingtual.com whoislookup.icann.orgdomain creation date
- 2025-02-06morphllm.com whoislookup.icann.orgdomain creation date (namecheap)
- 2025-05launch yc: morph — the other modelsycombinator.comlaunch: apply 5k+ tok/s, embed+rerank, 8x-fewer-errors claim
- 2026-01launch yc: warpgrepycombinator.comwarpgrep v1 launch metrics
- 2026-03-31launch yc: warpgrep v2ycombinator.comwarpgrep v2; #1 swe-bench pro claim
- undatedlingtual on the yc directoryycombinator.comsame entity's s23 profile; aka autoinfra/innkeeper
- 2026-09morph on the yc directoryycombinator.coms23, sf, founded 2025, team 3, tom blomfield, founder list
AI-drafted at Ben Guo's direct request and credited to Hraness; every claim links to its cataloged source.