Mahesh Patil @inspiredbytech
deep thinker, analyser Joined June 2009-
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Google’s AGY CLI is fast, unified, and finally dev-first—one interface, one auth, sub-second Go latency. But closing a 100k★ “open” repo and forcing migration in 30 days erodes trust. inspiredbytech.substack.com/p/post-google-…
AI agents shouldn't die when you close your terminal. Inspired by #OpenClaw, I built 𝗵𝗲𝗮𝗿𝘁𝗯𝗲𝗮𝘁: a 0-config Rust daemon for agentic scheduling. Persistent, lightweight, and agent-native. Bst 4 those who find cron clunky. Try it: github.com/mahpatil/heart… #AI #Rust #OSS
I watched a script wipe 3 months of UAT data. Claude Opus hit a mismatch, went hunting for a fix, & deleted the volume. Stop giving agents broad admin rights bc u think they’ll "know" where to stop. They wont. We need Zero Trust. Use this guide to secure agent-threat-profiler.vercel.app
Managing API keys is one of the top security concerns we hear from customers. Today we’re introducing keyless auth for Claude Platform: authenticate via browser with the CLI, or let workloads use their existing cloud identity (AWS, GCP, Azure, or any OIDC token provider).
Behind every great product is a hidden journey! ✈️📦 The eye-opening lessons about the power of the supply chain. It’s the secret sauce to tech success! ✨ Read the story here: open.substack.com/pub/inspiredby…
Sensible move, and also shows a huge industry shift as organizations plan for the future of machine/agent workers. This is also going to hurt the market and economics of cost optimizations a bit.
Microsoft just laid out a new way to keep enterprise software growing in an AI-heavy workplace: charge AI agents for software seats the same way companies pay for human employees. The old SaaS model was easy, a company buys 1 license for 1 worker, so revenue rises when headcount
OpenAI’s secret weapon? Killing their own products. While others cling to "side quests," OpenAI pivots fast to focus on what pays: coding & productivity. Ship it, kill it, move on. 🚀 #OpenAI #AI #ProductStrategy
Claude Code’s source leak is a $2.5B lesson: AI agents are powerful, but security debt is real. Treat agents as insider threats: trust nothing, verify everything, monitor continuously. #AIsecurity inspiredbytech.substack.com/p/the-claude-c…
Claude code source code has been leaked via a map file in their npm registry! Code: …a8527898604c1bbb12468b1581d95e.r2.dev/src.zip
Based on everything explored in the source code, here's the full technical recipe behind Claude Code's memory architecture: [shared by claude code] Claude Code’s memory system is actually insanely well-designed. It isn't like “store everything” but constrained, structured and self-healing memory. The architecture is doing a few very non-obvious things: > Memory = index, not storage + MEMORY.md is always loaded, but it’s just pointers (~150 chars/line) + actual knowledge lives outside, fetched only when needed > 3-layer design (bandwidth aware) + index (always) + topic files (on-demand) + transcripts (never read, only grep’d) > Strict write discipline + write to file → then update index + never dump content into the index + prevents entropy / context pollution > Background “memory rewriting” (autoDream) + merges, dedupes, removes contradictions + converts vague → absolute + aggressively prunes + memory is continuously edited, not appended > Staleness is first-class + if memory ≠ reality → memory is wrong + code-derived facts are never stored + index is forcibly truncated > Isolation matters + consolidation runs in a forked subagent + limited tools → prevents corruption of main context > Retrieval is skeptical, not blind + memory is a hint, not truth + model must verify before using > What they don’t store is the real insight + no debugging logs, no code structure, no PR history + if it’s derivable, don’t persist it
AI rewired the threat model. The perimeter is gone. The question isn't if your agents will be tested — it's whether they'll survive. Checkout: agent-threat-profiler.vercel.app for details. A downloadable PDF with the full framework is also available.
I ignored speech-to-text for yrs… until a swollen elbow forced me to rethink. Physio asked was I hammering my keyboard, so I tried voice input. Wispr and Mac dictation were way better than I expected—accurate, fast. I’m not going back to typing everything. Have you tried voice?
Stripe ships 1,300 AI-written pull requests every week, so, what is stopping you? Stripe claimed recently their minion pull requests have not a single line of code written by a human. 🤯 stripe.dev/blog/minions-s…
SW eng shld be boring We used to chase thrill — war rooms, late nights, hotfixes But drama ≠ success. Excitement = 🚨 • something broke • risky call • preventable issue Boring tms: • smooth releases • quiet on-call • predictable arch Best ones learn & impr
A senior Google engineer just dropped a 421-page doc called Agentic Design Patterns. Every chapter is code-backed and covers the frontier of AI systems: → Prompt chaining, routing, memory → MCP & multi-agent coordination → Guardrails, reasoning, planning This isn’t a blog post. It’s a curriculum. And it’s free.
Introducing a new upgraded vibe coding experience in @GoogleAIStudio. You can now turn any idea into functional, production ready apps. Build multiplayer games, collaborative tools, apps with secure log-ins and more.
DuckDB 1.5.0 shipped with 17% TPC-H boost, VARIANT for semi-structured data, GEOMETRY built-in, and non-blocking checkpointing — turning it from “fast query tool” into a serious embedded analytics engine. #DuckDB
Copilot Cowork: Claude as brain inside MS365. Trust at scale ↳ Multi-step agentic tasks across Outlook, Teams, SharePoint, Excel ↳ Inside Microsoft’s security and governance boundary ↳ Anthropic subprocessor, with enterprise protections
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