korro
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the daily operating system for staying ahead in ai

the frontier movesevery single day.you hear weeks later.

korro hands you the move, what it means, and your edge - before it's everyone else's news. the gap between knowing now and knowing late is pure arbitrage - most people never trade it. korro does, every morning.

first 500 get in before everyone else. no spam, no noise.

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everyone is drowningin the same noise.

400 unread newsletters is not knowledge. a linkedin post two weeks late is not an edge. by the time it reaches you, dumbed down, it's already everyone's - it's table stakes. the people ahead just saw it first, and did something about it.

what are you building?

so go insidethe signal.

this much flies past you.every. single. day.

gpt-5.2 shipsmcp: postgresclaude opus 4.8skill: pdf-extractllama 4 405b openrag eval harness v2gemini 3 flashmcp: figmaspeculative decodingvllm 0.7.1agent memory apiskill: web-searchint4 quantizationmistral large 3deepseek v4prompt caching gamcp: linearflash attention 3structured outputs2m token contexto4-mini previewvoice agents sdkembeddings v4guardrails 1.0mcp: notionrealtime apicohere rerank 4sora 2fine-tune 8btool-use tracesgpt-5.2 shipsmcp: postgresclaude opus 4.8skill: pdf-extractllama 4 405b openrag eval harness v2gemini 3 flashmcp: figmaspeculative decodingvllm 0.7.1agent memory apiskill: web-searchint4 quantizationmistral large 3deepseek v4prompt caching gamcp: linearflash attention 3structured outputs2m token contexto4-mini previewvoice agents sdkembeddings v4guardrails 1.0mcp: notionrealtime apicohere rerank 4sora 2fine-tune 8btool-use traces
tool-use tracesfine-tune 8bsora 2cohere rerank 4realtime apimcp: notionguardrails 1.0embeddings v4voice agents sdko4-mini preview2m token contextstructured outputsflash attention 3mcp: linearprompt caching gadeepseek v4mistral large 3int4 quantizationskill: web-searchagent memory apivllm 0.7.1speculative decodingmcp: figmagemini 3 flashrag eval harness v2llama 4 405b openskill: pdf-extractclaude opus 4.8mcp: postgresgpt-5.2 shipstool-use tracesfine-tune 8bsora 2cohere rerank 4realtime apimcp: notionguardrails 1.0embeddings v4voice agents sdko4-mini preview2m token contextstructured outputsflash attention 3mcp: linearprompt caching gadeepseek v4mistral large 3int4 quantizationskill: web-searchagent memory apivllm 0.7.1speculative decodingmcp: figmagemini 3 flashrag eval harness v2llama 4 405b openskill: pdf-extractclaude opus 4.8mcp: postgresgpt-5.2 ships
agent memory apiskill: web-searchint4 quantizationmistral large 3deepseek v4prompt caching gamcp: linearflash attention 3structured outputs2m token contexto4-mini previewvoice agents sdkembeddings v4guardrails 1.0mcp: notionrealtime apicohere rerank 4sora 2fine-tune 8btool-use tracesgpt-5.2 shipsmcp: postgresclaude opus 4.8skill: pdf-extractllama 4 405b openrag eval harness v2gemini 3 flashmcp: figmaspeculative decodingvllm 0.7.1agent memory apiskill: web-searchint4 quantizationmistral large 3deepseek v4prompt caching gamcp: linearflash attention 3structured outputs2m token contexto4-mini previewvoice agents sdkembeddings v4guardrails 1.0mcp: notionrealtime apicohere rerank 4sora 2fine-tune 8btool-use tracesgpt-5.2 shipsmcp: postgresclaude opus 4.8skill: pdf-extractllama 4 405b openrag eval harness v2gemini 3 flashmcp: figmaspeculative decodingvllm 0.7.1
280+ things today alone

korro reads all of it. you get only the moves that matter to you - what you need to know, what each means for you, and what to do or learn to stay ahead.

models

openai cut reasoning prices ~3x overnight

you ship on a mid-tier model - this hits your margin today, not next quarter.

full readout below ↓
tooling

a postgres mcp server just dropped

your agent can query your db directly now - the glue code you wrote last month is dead weight.

research

long-context got ~60% cheaper to serve

the context-trimming that was your moat just became a much smaller advantage.

by default, korro covers ai broadly - what every builder needs to track. want it locked to your industry instead? flip one setting and the whole feed narrows to your field, just as sharp.

each industry gets its own edition. which one should we build next? the most-voted ships first.

the full readout

it doesn't stopat the headline.

take the first move. korro doesn't just tell you it happened - it works the whole thing out for you. what it means for the market, what it means for you specifically, the one idea to learn, and exactly how and where to act:

openai cut reasoning prices ~3x overnight.

for the marketthe floor dropped. "good enough" reasoning is becoming free-ish, so margin compresses for everyone selling it - and shifts to whoever owns distribution and data.
for youyou serve a mid-tier model on your highest-volume endpoint. at the new price, the reasoning tier is cheaper than what you run today - your cost model is stale as of this morning.
what to learntest-time compute - paying a model to think at answer-time instead of training it bigger. the single idea this entire shift turns on.
how + whereA/B the reasoning tier on 5% of traffic behind a flag, watch quality and cost, then roll forward. korro links the exact api docs and a migration snippet.

that's one move, worked out. you get this for everything that matters - every morning, before it's everyone else's news.

decode

you can't ask aboutwhat you don't knowexists.

so korro surfaces the words moving right now - the terms, the tools, the mcps everyone suddenly uses - then decodes any of them to your level and ends with the move. you stop nodding along. tap one:

paste your own

model context protocol - a standard way to plug tools and data into any ai model. think usb-c for ai.

the movebuild agents? expose your tool as one mcp server and every client can use it. write once.

this is the part you'll open every day. the rest compounds from here.

the map

it remembers what youunderstand - andproves it.

not bookmarks. a living map of your edge - the ideas you've actually understood and what you're ready to learn next. it gets sharper about you every day. and it's verified, because understanding isn't the same as reading.

kv cachetest-time computespeculative decodingquantizationlong contextpretraining scalingdistillationrlhfunit economics
inferencetrainingagentseconomics ready — your next move

you can't prove what you know. korro can.

and it compounds. the longer you use korro, the sharper this map gets - a record of what you actually understand that only you have, and that no feed or newsletter can rebuild.

and it stays yours. your map is private and never sold - you are the customer here, not the product.

korro texts you

it finds youwhile you sleep.

6:02am · while you slept
3 things landed overnight. the one that's yours: openai cut reasoning prices ~3x.

what it means: your mid-tier endpoint is now the expensive option.
your move: A/B the reasoning tier on 5% of traffic - docs + a migration snippet are in your brief.

the other two (a postgres mcp, cheaper long-context) are waiting when you want them.
what's test-time compute
paying a model to think at answer-time instead of training it bigger - you buy smarts per-question now. added to your map. you can explain it in a meeting today.

every night, korro reads the entire day so you don't have to. you wake up already ahead - not opening twelve tabs to catch up. an in-depth brief, never a headline. reply to go deeper on anything. coming after launch

every language

the frontier won't waitfor a translation.yours won't either.

language barriers shouldn't decide who falls behind. korro speaks yours. english first - हिन्दी, español, 中文, العربية and more on the way. coming after launch

englishहिन्दीespañol中文العربيةfrançais日本語

everything here works today. except where it says coming.

live now
  • the web app
  • the current - your daily moves
  • decode - understand anything
  • the map - your competence graph
coming
  • korro in your texts (whatsapp)
  • vertical intelligence - your field, not just ai
  • your language, not just english
  • the live brain that knows you
  • verified competence, shareable

nobody is caught up.some people are just ahead.

six months from now, you're the one who saw it coming - or the one catching up. that part's up to you.

while you're here - which industry should korro build next? the most-voted ships first.

first 500 get in before everyone else. no spam, no noise.