Emergent: How Six Months of Tinkering Led To A $100M ARR Company [Video]
From Y Combinator Mukun (ex-Dunzo) hit $100M ARR in 9 months on one thesis: AI progress is exponential — automate all of software engineering at once, not piecemeal. The stack: multi-agent orchestration with custom container state snapshots and local RL pipelines, rebuilt 3× in 9 months to track frontier model upgrades. Before any users, the team spent 3 months reaching #1 on a coding benchmark — technical proof-of-concept before fundraising. Now 8.5M users across 190 countries.
Building Agent Interfaces: Lessons from Chrome DevTools (MCP) for Agents — Michael Hablich, Google [Video]
From AI Engineer Chrome DevTools built MCP tools and hit the first trap: raw perf traces (50K+ lines JSON) exhaust agent context — the 'dump zone.' Four pillars: track tokens-per-successful-outcome as fuel efficiency; embed context in errors for self-healing; write API schemas as the LLM's UI with explicit activation criteria; tier trust across dev/CI/internet. Key reframe: removing friction is UX best practice for humans, but a security hole for agents.
Every AI Agent Feature Is a Cache Invalidation Surface
From Hacker News - Newest: "AI Agent" OpenClacky tried two architectures first: RAG (vector lag, <97% recall not viable) and multi-agent orchestration (4-min task → 14 min, 6× cost, debugging nightmare). The lesson: every agent feature is a cache invalidation surface. Seven decisions now yield 90%+ cache hit rates: double cache markers, frozen system prompt, one meta-tool routing all skills, exactly 16 tools, and Insert-then-Compress — taking compression cache hit rate from 0% to 95%.
Quick Takes
More stories worth your attention
· How a reasoning model cracked an 80-year-old math problem — the OpenAI Podcast Ep. 20 [Video] — OpenAI
· BREAKING: Agentic Traffic Surpasses Human Traffic on the Web — SemiAnalysis(@SemiAnalysis_)
· SpaceX Signs $920M/Month Cloud Deal with Google for ~110,000 NVIDIA GPUs — Wall St Engine(@wallstengine)
· The ABF Substrate Crunch: Hidden Monopolies and a Second-Order Crisis — Teng Yan(@0xPrismatic)
· The Next Stage of AI: World Models - A Comprehensive Analysis — Mert · AI Architect(@MertLovesAI)
· Against Corrigibility — LessWrong — LessWrong
· Trees to Flows and Back: Unifying Decision Trees and Diffusion Models — Hacker News
More Reads
Extra reads worth a look today
· Max Junestrand, CEO of Legora [Video] — Y Combinator
· Beyond Transcription: Building Voice AI That Understands Conversations — Hervé Bredin, pyannoteAI [Video] — AI Engineer
· AVGO Post-Call: $30B AI Bookings, 3x Backlog, and a Belief Shift — Teng Yan(@0xPrismatic)
· Dark Factory: OpenClaw Ships Faster Than You Can Read the Diff — Vincent Koc, OpenClaw [Video] — AI Engineer
· Five labs, five minds: building a multi-model finance drama on small models — Hugging Face - Blog
· Intel 18A Yield Issues: A Critical Analysis — Omer Cheema(@OmerCheeema)
· Why Software Automation Is Hard — LessWrong — LessWrong
· OpenAI Help: Lockdown Mode — Simon Willison's Weblog
· Nemotron 3 Ultra Matches GPT 5.5 at 10x Lower Cost — atomic.chat(@atomic_chat_hq)
Related Links
· Emergent: How Six Months of Tinkering Led To A $100M ARR Company [Video]: www.bestblogs.dev
· Building Agent Interfaces: Lessons from Chrome DevTools (MCP) for Agents — Michael Hablich, Google [Video]: www.bestblogs.dev
· Every AI Agent Feature Is a Cache Invalidation Surface: www.bestblogs.dev
· How a reasoning model cracked an 80-year-old math problem — the OpenAI Podcast Ep. 20 [Video]: www.bestblogs.dev
· BREAKING: Agentic Traffic Surpasses Human Traffic on the Web: www.bestblogs.dev
· SpaceX Signs $920M/Month Cloud Deal with Google for ~110,000 NVIDIA GPUs: www.bestblogs.dev
· The ABF Substrate Crunch: Hidden Monopolies and a Second-Order Crisis: www.bestblogs.dev
· The Next Stage of AI: World Models - A Comprehensive Analysis: www.bestblogs.dev
· Against Corrigibility — LessWrong: www.bestblogs.dev
· Trees to Flows and Back: Unifying Decision Trees and Diffusion Models: www.bestblogs.dev
· Max Junestrand, CEO of Legora [Video]: www.bestblogs.dev
· Beyond Transcription: Building Voice AI That Understands Conversations — Hervé Bredin, pyannoteAI [Video]: www.bestblogs.dev
· AVGO Post-Call: $30B AI Bookings, 3x Backlog, and a Belief Shift: www.bestblogs.dev
· Dark Factory: OpenClaw Ships Faster Than You Can Read the Diff — Vincent Koc, OpenClaw [Video]: www.bestblogs.dev
· Five labs, five minds: building a multi-model finance drama on small models: www.bestblogs.dev
· Intel 18A Yield Issues: A Critical Analysis: www.bestblogs.dev
· Why Software Automation Is Hard — LessWrong: www.bestblogs.dev
· OpenAI Help: Lockdown Mode: www.bestblogs.dev
· Nemotron 3 Ultra Matches GPT 5.5 at 10x Lower Cost: www.bestblogs.dev
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