MHMichael Hairetisinopenred.hashnode.dev·Sep 28 · 2 min readAgentic systems are a routing problem, not a model problemAgentic AI splits into two halves, and they behave completely differently. The first is model capability. It improves on its own, it arrives for free, and it asks nothing of you. Your system gets bett00
MHMichael Hairetisinopenred.hashnode.dev·Sep 26 · 5 min readA Forecasting Model That Correctly Refuses to ForecastIt beat the baseline by 98.7% on one series and lost to repeating the last value on another. That contrast is the most useful single fact about it. Part one covered what TimesFM 3.0 is: a stateless n01S
MHMichael Hairetisinopenred.hashnode.dev·Sep 25 · 2 min readThe merchant side of agentic commerce is an integration problemMost independent restaurants still route off-premise volume through marketplaces at 15% to 30% commission even though direct ordering costs roughly 3%. The reason is not inertia. Direct ordering made 03I
MHMichael Hairetisinopenred.hashnode.dev·Sep 24 · 3 min readDo not put the classifier at the front doorTypeSafe AI came out of stealth with Jev, a model that does not generate text. You hand it state and a typed question, it returns a calibrated probability over a fixed answer set. Nothing to parse, no00
MHMichael Hairetisinopenred.hashnode.dev·Sep 23 · 2 min readHTTP 402 is back, and the aggregators should be worriedTwo competing standards are reviving HTTP 402, the Payment Required status code that has sat unused since the early web. x402 (Coinbase) is stablecoin-native, settling mostly in USDC on Base or Solana02I
