Len

@kaostyl Subagents are contextless at start so i made a mini-me skill that injects identity, soul, core memory and skills to subagents so it understands context of task better when I want my agent to offload a task.

I've been running OpenClaw 24/7 for 3 weeks. Here's what actually works for autonomous agents (not theory — battle-tested patterns): 🧠 Memory architecture matters more than prompts Don't dump everything in MEMORY.md. Split it: • memory/active-tasks.md → your "save game" (crash recovery) • memory/YYYY-MM-DD.md → daily raw logs • memory/projects.md, lessons.md, skills.md → thematic long-term Why? Your agent wakes up fresh every session. These files ARE its brain. The split means it loads only what it needs. ⚡ Sub-agents are your 10x multiplier Stop doing things sequentially. I spawn 3-5 sub-agents in parallel for any big task. Example: deploying 11 websites simultaneously — 4 agents, each handling a batch, all running at once. The trick: define clear success criteria BEFORE spawning. Each agent must validate its own work, then YOU verify before announcing "done." ⏰ Cron > Heartbeats for specific tasks Heartbeats are great for batching periodic checks (email + calendar + mentions in one turn). But for precise schedules? Use cron jobs: • Daily content ideas at 6am • Overnight research scout at 2am • Tech watch at 8am Each runs in isolation with its own context. No token waste from loading the full conversation history. 🔄 The crash recovery pattern nobody talks about Your agent WILL crash/restart. active-tasks.md is the safety net: • When you START a task → write it • When you SPAWN a sub-agent → note session key • When it COMPLETES → update On restart, agent reads this file first and resumes autonomously. No "what were we doing?" — it figures it out. 🛡️ Security rule that saved me Use your strongest model (Opus) for ANY task that reads external web content. Weaker models are more vulnerable to prompt injection from hostile websites. Internal tasks (file reading, reminders, local work) → Sonnet is fine. External content (tweets, articles, emails) → Opus only. 📝 HEARTBEAT.md should be tiny I see people stuffing 200 lines in their HEARTBEAT.md. Bad idea — it runs every ~30min and burns tokens. Keep it under 20 lines. Just a checklist: • Check active tasks freshness • Session health (archive bloated sessions) • Self-review every ~4h Heavy work goes in cron jobs, not heartbeats. 🎯 The real unlock: Skills with routing logic If you have multiple skills, add "Use when / Don't use when" in each description. Without this, the agent misfires ~20% of the time picking the wrong skill. Think of it as if/else logic for your agent's decision-making. The bottleneck isn't AI capability anymore. It's YOUR speed reviewing what the agents produce. Build systems that close the loop automatically, and you'll 10x your output. #openclaw #autonomous #ai

@Alynva @banteg @casoxbt No fucking wayyyyy

@slowshi @banteg @casoxbt And each of these are just static background images D:

shipped wc3ui: a themeable web component library based on the Warcraft III interface this started because i wanted one button. then i needed the hover glow. then the active bevel. then i thought it'd be nice to support all four races. that was a while ago the component set ended up covering more ground than i expected: 11 button variants (top tab, esc menu, glue screen, campaign, bordered, small, command card, plus 8 menu frame sub-variants from StandardTemplates.fdf), popup menus, sliders, checkboxes, radio buttons, editboxes, scrollbars, textareas, and listboxes. then resource counters, a full command card grid (a command palette replacement), rich tooltips with resource cost lines, unit queue, health/mana/xp/progress/build bars, a full screen loading bar, and various border and cinematic variants the textures are actual BLP files decoded at runtime, the same format blizzard ships in the game archives. 9-slice borders are composited on canvas from the original sprite atlases, positioned using measurements pulled from the FDF (frame definition) files. each race has entirely different texture sets for backgrounds, borders, and hover states the portrait frame can render animated hero models in WebGL parsed from the original MDX model format. the clock widget at the top of the HUD is also a 3D model four faction themes for human, orc, night elf, undead are switchable from the top bar. component showcase: wc3ui.banteg.xyz

@banteg @casoxbt Showcasing when all that was done was a button, card and input was crazy to me lol

@casoxbt yeah except that other one is low effort tourist slop and mine is actually a complete accurate component library that took a lot of effort to complete.

@AIPandaX How are you getting accurate flight data without one of their apis?

R.I.P. GOOGLE FLIGHTS IN 2026. R.I.P. BOOKING COM IN 2026. R.I.P. SKYSCANNER IN 2026. $1,190 flight. I paid $149. Use these 7 prompts before booking your next trip :

@alpha_co It is worth

why is everyone pivoting to vibe coding now

@MyLuxuryCards The set is absolute garbage

This card made me stop opening packs... An absolute travesty of a set they gave us to chase through... For the best modern Pokémon card of the last 3 years... Pain.

Dynasties are good for sports

@LakersNation @SpectrumSN Jamal crawford vibes

JJ Redick says on @SpectrumSN that this was a "perfect" game for Nick Smith Jr. because the team needed ball-handling and some wiggle. "In the second half, he just took the game over."

Not my pokemon gains outperforming crypto

@StevenxTCG Sudowoodo

Oh man…you guys are reallyyy gonna hate that I’m about to say this. But….i wish this was for another Pokemon 😬🫣😶

@PokemonFindr No charmander or charmeleon?

So many reveals from Inferno X tonight! #Pokemon #PokemonTCG

@PR0GRAMMERHUM0R Skill issue

theHiddenReality redd.it/1nml0ok

@PokeHEX5555 Bubble Mew clears

Top 3 Cards from the BEST sets of Scarlet Violet Era are down 50% or more.....opportunity

@PokeTCGAlerts My Costco is the one that had a brawl over Blooming Waters so I don't think they sell Pokemon at all anymore.

Check your local Costcos for the Prismatic Evolutions restock 👀 #PokemonTCG

@HaromeBae I don’t even know 88 people

I was in an 88 person polyamorous relationship for like a week 😭

They are really running out of ideas for these cards

The government started a go fund me? Wtf are taxes even for?

honestly better than if he had landed it

How did this happened Pokemon Company! I just pulled this out of an ENGLISH Black Bolt pack!

So Colbert speaks out about Paramount and gets his show cancelled that’s cold.