60蝘kolm???怒?

???詻??艾靘??code>kolm.ai ??摰??怒????????嫘??喋 (2026-05-11?) ?扼??遙??喋???准??胯??喋??潦??艾?潦???怨票?????????雿??芥??芥???ssue?絲蟡具??艾?????/p>

?喋???准??胯LI?喋??喋??PI?具???扎?憓??啣??SON?准?航隤?整?扼??????胯?晞?怒?Ｕ???銝??????/p>

?胯??嫘?潦?

?萸?喋????准??敺????扎靘???redaction (蝘?? ?Ｘ??喋??扎????亙??批?銵???銵摰????/p>

$ curl -sX POST https://kolm.ai/v1/signup \
    -H 'content-type: application/json' \
    -d '{"email":"you@example.com","plan":"free"}'
$ export KOLM_KEY=ks_...                            # 銝?研??嫘???敺?$ curl -sX POST https://kolm.ai/v1/synthesize \
    -H "authorization: Bearer $KOLM_KEY" -H 'content-type: application/json' \
    -d '{"name":"redact","positives":[{"input":"token=sk_live_xxx","expected":"[REDACTED]"}]}'
$ curl -sX POST https://kolm.ai/v1/run \
    -H "authorization: Bearer $KOLM_KEY" -H 'content-type: application/json' \
    -d '{"concept_id":"cpt_...","input":"my token=sk_live_abc123"}'

40??胯蝘??扎HMAC???扎蝵脣?皜?研?潦? (signed receipt)?????怒???/p>

隤釆 (Authentication)

authorization ????潦Bearer??胯??摰??整????潦?喋 POST /v1/signup ??? /signup ??????ree??Ｕ?舀?10,000??喋?怒??怒???/p>

curl -H "authorization: Bearer ks_..." https://kolm.ai/v1/account

CLI?柴?喋???/h2>

npm i -g github:sneaky-hippo/kolmogorov-stack
kolm login

?萸?喋??

POST/v1/signupno auth

curl -X POST https://kolm.ai/v1/signup \
  -H 'content-type: application/json' \
  -d '{"email":"you@example.com","plan":"free"}'

瘜冽?: API?准?臭?摨艾??”蝷箝??????摮??艾?????憭晞??? POST /v1/account/rotate-key ?扼?潦??潦?扼?扼??整???/div>

Synthesize (??)

?亙?/???扎??柴?嫘???憿edaction (蝘????憭?????喋??扎皜JavaScript?Ｘ?怠????整???code>concept_id ?典?鞈芥?喋?????/p>

POST/v1/synthesizebearer

curl -X POST https://kolm.ai/v1/synthesize \
  -H "authorization: Bearer $KOLM_KEY" \
  -H 'content-type: application/json' \
  -d '{ "name":"redact-secrets", "positives":[ { "input":"token=sk_live_xxx", "expected":"[REDACTED]" } ] }'

K-score?柴?潦??胯???怒???.85?扼???潦??????喋??怒 accepted: false ???仃???遘??蝷箝?????蕭????spec?矽?氬??血??縑???????/p>

Run (摰?)

?喋??急??踴concept????亙??怠紋?摰????????潦??隤啜???璊釆?扼??蔡???踴?瑯??餈??整???/p>

POST/v1/runbearer

curl -X POST https://kolm.ai/v1/run \
  -H "authorization: Bearer $KOLM_KEY" \
  -H 'content-type: application/json' \
  -d '{ "concept_id":"cpt_mp11ol06a...", "input":"my token=sk_live_abc123" }'

?研?潦? (Receipts)

?暹??嫘?箄???艾????? ??.kolm ?Ｕ???胯??怒??潦?扎??桀?摰?(manifest + ?研?扎???瑯) ?怠紋??1?扎HMAC-SHA256蝵脣???銝???? /v1/run ?柴?嫘??喋?胯?code>source_hash 繚 input_hash 繚 output_hash 繚 version_id 繚 issued_at ?? _kolm ?～??踴??准??胯?餈??銵??望????喋??研?潦??瑯?胯???桐?????啣?璊釆?扼??整???b>?格??Ｕ?准??胯??? ?芥?具???扼?喋?怒??具HMAC??潦??d25519?祇??萸?瑯??准????銝?????瑯???????/p>

.kolm ??潦???

5?扎??扎??蝵脣?皜ZIP?扼?: spec.json (?研????code>policy.json (?脯????code>recall/ (?芥??瑯?喋?萸?????code>verifier.js (雿?嫘??桀???扼?????code>receipt.json (HMAC??潦)???具?嫘?潦???/spec ?怒????/p>

K-score

?Ｕ??怒??具?胯??潦?????～???具?/b> ?喋??怒?????.kolm ?胯?芥閰鴃?颯?????芥K-score??敺??整????柴?喋?胯??柴?潦?????～???脯?????柴?????桐??怒????潦?Ｕ??怒??脯?????柴?胯???????扎?嫘?押?扎??瑯??.85?扼?潦????整???蝞???0.40繚A + 0.15繚(S + L + C + V) ?扼=蝎曉漲 (accuracy)?=?寧摨?(specificity)?=?研???(latency)?=?喋??(cost)?=璊釆?航??(verifiability) ?扼????具?迅??/k-score ?怒????/p>

CLI

8?扎???扼?潦??其?????PI?典???閮潦?雿輻???code>kolm login ?胯?潦? ~/.kolm/config.json ?思?摮??整???/p>
kolm init # kolm.yaml + examples/ ??准??潦??kolm compile # synthesize 繚 sign 繚 write .kolm kolm run file.kolm # 摰???瑯???箄? kolm tune --airgap # ?准??????踹?銵??oRA?Ｕ???潦?摮衣? kolm rag attach docs/ # BM25?萸??潦????kolm serve --mcp # Claude Code / Cursor???准?怒MCP?萸? kolm install claude-code # ?具?詻?喋????身摰?kolm doctor # env?ey?ort?ersion???扼???/code>
MCP serve
kolm serve --mcp ?胯?潦?怒?Ｕ???胯??tdio蝯?冶CP??怒??祇????(MCP?柴???怒?)??押?Ｕ???????准?嫘?韏瑕????code>kolm install <harness> --apply ?胯laude-code / cursor / continue / cline???格迤???湔??哀pawn閮剖???噯?踴??code>--http ?腹???code>127.0.0.1:8765 ?怒??扼?埔TTP JSON-RPC?具???扎??餈賢????/p>
?芥?潦??Ｕ?颯

???押????准?～??准?怒?扼???code>kolm serve --local ?胯?喋?扎????瑯?怒??扎???整???????????押??潦????啜?潦?扼???芥????潦蝯?扼?胯?嫘??整?????柴?喋??押閫艾????具??芥??????准???典??瞍????具???整??圻???嫘??扎????具??芥????扼???/p>
???潦?靽⊿????芥???????Ｕ?颯?????????胯???.kolm ??TEE (Trusted Execution Environment?縑?潦??摰??啣?) ?摰?????潦??艾?Ｕ?喋?研??(AWS Nitro?CP Confidential?zure SEV) ?????桅??踴?胯?嫘???踴?撠?????olm??押???准??扎??潦?隤准?????????頛?摰?扼?頛???扎??潦??扼????瑕郎??閮潦?胯??????押???嫘????隢???格???摰??潦??喋?扼???/p>
OpenAI鈭???/h2>
?押?踴? /v1/chat/completions??code>/v1/models??code>/v1/embeddings ??localhost:8765 ?批???整??遙?OpenAI鈭??胯?扎?喋???????艾??????潦?喋?怒?嫘??芥??啜??乓?喋?????????嫘?柴?胯?嫘??舐蔡???踴?瑯???箄????/p>
?喋??扎?喋????/h2>
?喋??扎?喋???胯??recipe.json + evidence.md + dpia.md + mrm.md + controls.md) ?柴??潦?扼蝞∠??????喋??怒??嫘?株??嗡??桀耦?嗚??具?喋???整????redaction ??????柴????怒???閮潦?????啜?????颱犖?????准????喋??芥?啜??潦??????潦??隤????柴???踴?脯??撖整??艾??怒??扼???????/p>
3?扎???胯??暹??嫘?箄???艾??整???????data/compliance-packs/<pack>/ ???怒???? HIPAA (PHI redaction?????.92)?R 11-7 (???Ｕ??怒?嫘蝞∠?)?OX-lite (AI??ITGC)??/p>
蝧餉迅?怒?

??交隤??航??具??晞???潦????LI?喋??喋??PI?具???扎?SON敶Ｙ??押?喋??准?潦?思?摮??芥????梯??柴?整???具?芥??～?喋???嫘?柴??乓??Ｕ???啜靘?扎??艾?迤閬?梯???乓?喋????扼??艾????? kolm.ai/docs??/p>

60蝘kolm???怒?

?胯??嫘?潦?

隤釆 (Authentication)

CLI?柴?喋???/h2> copynpm i -g github:sneaky-hippo/kolmogorov-stack kolm login

?萸?喋??

Synthesize (??)

Run (摰?)

?研?潦? (Receipts)

.kolm ??潦???

K-score

CLI

MCP serve

?芥?潦??Ｕ?颯

蝧餉迅?怒?

CLI?柴?喋???/h2>
`npm i -g github:sneaky-hippo/kolmogorov-stack kolm login`