📚 ShroomDog Picks

Flask creator Armin Ronacher (mitsuhiko) explains why he exclusively uses Pi — Mario Zechner's minimal coding agent with just four tools (Read, Write, Edit, Bash) — and how its extension system lets agents extend themselves. Pi powers OpenClaw under the hood and embodies the philosophy of 'software building software.' No MCP, no downloaded plugins — just tell the agent to build what it needs.

Anthropic launches Claude for Nonprofits with up to 75% discounts on Team and Enterprise plans, access to Opus 4.6, Sonnet 4.5, and Haiku 4.5, plus new integrations with Benevity, Blackbaud, and Candid. The program also includes a free AI Fluency course co-developed with GivingTuesday. Real-world users include the Epilepsy Foundation (24/7 support for 3.4M patients), MyFriendBen ($1.2B in unclaimed benefits found), and IDinsight (16× faster workflows). We also explore how Taiwan's GuangFuHero disaster relief volunteer platform could leverage this program.

Junde Wu from Oxford + NUS got fed up with coding agents forgetting everything between sessions. So he built OneContext — a Git-inspired context management system using file system + Git + knowledge graphs. Works across sessions, devices, and different agents (Claude Code / Codex). The underlying GCC paper achieves 48% on SWE-Bench-Lite, beating 26 systems. Backed by an ACL 2025 main conference long paper.

Michael Bloch's thought experiment: when AI intelligence becomes nearly free, what assets become MORE valuable? His 12 endgame positions: Energy, Atoms, Capital, Regulatory permission, Trust, Proprietary data, Human attention, Network effects, Operational advantage, Security, Physical space, and Intelligence itself

Dr. Alex Wissner-Gross's daily tech briefing: AI agents as full-time employees in China, OpenAI banning human coding, Claude Opus 4.6 topping benchmarks, rabbit brain cryopreservation, $1 trillion chip sales, SpaceX dismantling the Moon for data centers — and a pig that actually flew

HashiCorp co-founder Mitchell shares his 6-step journey from AI skeptic to 'can't go back' — drop the chatbot, reproduce your work with agents, and end-of-day agent sessions

Karel (OpenAI researcher) shares how he burns billions of Codex tokens: agents writing their own notes, crawling Slack, analyzing data, and generating 700+ hypotheses. He now talks to one agent that orchestrates everything else.

OpenAI co-founder Greg Brockman publicly reveals how OpenAI is transforming to agentic software development internally. By March 31st, agents should become the first resort for all technical tasks. Includes six concrete recommendations, including 'Say no to slop' on code quality.

Part 2 of the series: From SOUL file design to real disaster stories — TARS going dark for 3 days while traveling, context overflow crashes, rate limit surprises. Plus emergency procedures: what to do if your agent gets compromised.

Crypto guy Jordan Lyall spent a week researching security before installing OpenClaw — this is the security guide he wished existed, written for people who don't want to become the next victim

Anthropic released Opus 4.6 with Claude Code Agent Teams: a lead agent can delegate to multiple teammates working in parallel — researching, debugging, and building simultaneously. Boris Cherny says: it's powerful, but it burns tokens like crazy.

Operating systems solved memory fragmentation with paging decades ago. vLLM brought that same trick to GPUs, added block hashing and prefix caching, and made prompt caching a reality. Series finale — every puzzle piece clicks into place.

Part 1 taught you how to save money. Part 2 explains why those tricks work. From the two stages of LLM inference (prefill/decode) to KV cache fundamentals to the GPU memory crisis that makes naive caching fall apart at scale. (Part 2 of 3)

An AI engineer stuffed user-specific data into the system prompt, watched his bill double, and learned his lesson. Plus six practical tips to consistently hit prompt cache. (Part 1 of 3)

Cursor's Head of Design Ryo Lu says AI coding creates a new trap — the 'illusion of speed without structure.' People who can't think clearly just generate slop at scale.

After letting an AI agent manage a server and hitting 7 disasters in one day, the lesson: use code hooks instead of markdown rules, build a 4-layer defense system

klöss's UI/UX Auditor prompt: turns AI into an auditor with Steve Jobs and Jony Ive's design philosophy, checking every pixel on every screen

klöss's complete XML prompt framework: 6 core tags + 11 advanced tags, never copy-paste prompts again

ADPList founder Felix Lee wrote a Claude Code guide for designers, promoting 'Vibe Coding'. As a Claude Code power user, I analyze what this means for engineers and tech leads: designers' description skills are actually an advantage, but there's still a gap between vibe code and production code.

When you stuff too much into a context window, models get dumber — that's context rot. MIT proposes Recursive Language Models (RLMs), letting LLMs recursively call themselves in a Python REPL to handle massive inputs. GPT-5-mini + RLM beats vanilla GPT-5 on hard tasks, and it's cheaper too.