EDErcin Dedeogluinercin.hashnode.dev·1d ago · 12 min readTOON vs JSON at Banking Scale: A 100k-Row Sovereign GenAI BenchmarkI ran a TOON vs JSON benchmark at banking scale. I encoded 100,000 uniform bank transactions two ways and counted the tokens. In TOON, the same payload cost 34% fewer tokens than compact JSON, and 55%00
PBPowerAIArch by Pratyushainpoweraiarch.hashnode.dev·Jun 16 · 3 min readWhen AI Agents Break Down in Enterprise SystemsRecently, I evaluated a use case involving the analysis of thousands of enterprise documents, including RFPs, contracts, and market reports. At first glance, this seems like the perfect job for an AI 00
GPGlory Praise Emmanuelinglorypraise.hashnode.dev·Jun 8 · 8 min readThe Two-Tier Architecture That Keeps AI Features AffordableThe best AI feature I ever shipped makes far fewer calls to the model than you'd expect. It wasn't because I was cutting corners, and it wasn't because the feature wasn't genuinely AI-powered. It was 00
JMJoselo Martinezindesignednotmagic.hashnode.dev·May 25 · 6 min readWhy Bigger Models Could Break the Orchestration LayerAgentic AI Beyond the Hype When multiple models interact under semi-rigid roles, with objectives, contracts, and distributed coordination, patterns comparable to organizational dynamics begin to emerg10
JJebitokinsharonjebitok.com·May 8 · 10 min readSecuring AI Systems (TryHackMe)Introduction TryTrainMe's engineering team has built TryAssist, an AI-powered code review assistant that analyses pull requests, queries internal documentation, and connects to the CI/CD pipeline. Bef00
AKAnup Karanjkarinwowhow.hashnode.dev·May 8 · 9 min readSubQ: First Sub-Quadratic LLM with 12M-Token Context (2026)On May 5, 2026, a 13-person Miami startup called Subquadratic came out of stealth with $29 million in seed funding and a claim that could fundamentally change how frontier language models scale. Its model, SubQ, is described as the first fully sub-qu...00
AKAnup Karanjkarinwowhow.hashnode.dev·May 8 · 9 min readSubQ: First Sub-Quadratic LLM with 12M-Token Context (2026)On May 5, 2026, a 13-person Miami startup called Subquadratic came out of stealth with $29 million in seed funding and a claim that could fundamentally change how frontier language models scale. Its model, SubQ, is described as the first fully sub-qu...00
AKAnup Karanjkarinwowhow.hashnode.dev·May 7 · 9 min readSubQ: First Sub-Quadratic LLM with 12M-Token Context (2026)On May 5, 2026, a 13-person Miami startup called Subquadratic came out of stealth with $29 million in seed funding and a claim that could fundamentally change how frontier language models scale. Its model, SubQ, is described as the first fully sub-qu...00
AKAnup Karanjkarinwowhow.hashnode.dev·May 7 · 9 min readSubQ: First Sub-Quadratic LLM with 12M-Token Context (2026)On May 5, 2026, a 13-person Miami startup called Subquadratic came out of stealth with $29 million in seed funding and a claim that could fundamentally change how frontier language models scale. Its model, SubQ, is described as the first fully sub-qu...00
LDLightning Developerintech-odyssey.hashnode.dev·May 7 · 6 min readThe Architectural Secret to Functional AI: Understanding Harness EngineeringThe gap between an impressive prototype and a dependable software product rarely comes down to the underlying model. Instead, the determining factor is the surrounding infrastructure and support syste00
