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AI Blog

Build logs, links and the occasional essay — hands-on notes from building AI. Posted here first.

Maker's dashboard // live · github: junksamiad
92.62B
agent tokens (cache incl.)
Claude 82.07B · Codex 10.56B
from 14 Apr 2026 → 16 Aug 2026
4,018hrs
Hours in Claude Code
8h/day since 1 Apr 2025 (UTC)
6,950
commits
junksamiad · owned repos
121
repositories
owned, non-fork
9
languages
TypeScript · JavaScript · Python · HTML · Shell · Astro · C++ · CSS · GDScript
Claude Code + Codex
main go-to
declared
8
agents I run
Claude Code · Codex · Gemini · DeepSeek · GLM 5.2 · MiniMax · Kimi · Mercury
Vercel · AWS
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essay

Ten million tokens for one conversation

The first version worked — expensively. How we took a recruitment agent from ten million tokens a conversation down to something a business can actually run.

#agents#tokens#optimisation

essay

The bottleneck in building agents is human communication

The market thinks the hard part of AI is the AI. Build agents for real businesses and you learn the truth: the bottleneck is getting what's in people's heads into a shape an agent can use.

#agents#knowledge#okf

essay

I rented a stack of H200s and ran GLM-5.2 myself. The small models had already won.

I rented cloud GPUs to run open AI models — from a 27B that fits a second-hand card to a 743B giant — and measured what actually holds up for a privacy-first small business. Plus the one conclusion that caught me out: renting a cloud server isn't privacy.

#local-ai#self-hosting#open-models#privacy#glm#vllm#runpod

essay

My Son's Teacher Told Him Not to Use AI

Schools are framing AI as something to fear. They've got it backwards — it's the best learning tool any of these kids will ever have.

#learning#education#ai-literacy#curiosity