WSwesley schollinkonjo.hashnode.dev·6h ago · 21 min readI Couldn't Find a Local LLM Tool Fast Enough, So I Built My Own Called SquishThis requires Apple Silicon (M-series) and macOS 13 (Ventura) or later. If you're on Intel, Linux, or Windows, the numbers in this article will not apply to your hardware. TL;DR: Squish is a local LLM00
SSamridinblog.samrid.me·9h ago · 9 min readI tried to put Go inside Python. A Unix socket won.There's a dead branch in the locatr repo called feat/experiment-wasip1. On it, every string that crosses the border between Python and Go gets folded into a single unsigned 64-bit integer: pointer in 10
NNakonakokawaiiinai-change-brief.hashnode.dev·4h ago · 9 min readWhat I Learned While Exploring Local AI ToolsRecently, I have been spending more time exploring local AI tools and learning how different parts of the ecosystem work together. Until recently, I mostly thought about AI through web services and ch00
NCN Chandra Prakash Reddyindevopstour.hashnode.dev·6h ago · 8 min readScaling Custom LLMs on EKS: Trainium and Inferentia2-Powered AI InfrastructureI attended AWS Community Day Kochi on 20th December 2025 and it was full of amazing insights. There were a lot of great seminars throughout the day on different AWS services but one session in particu00
DSDarsh Shahinfreecodecamp.org·21m ago · 11 min readHow to Build and Schedule Local AI Assistants for Daily TasksMost AI agents are reactive as they wait for us to ask something. In this tutorial, I'll show you how to build local AI assistants that run on a schedule, handle the tasks you care about, and generate00
Pprj1991inspecllm.hashnode.dev·1d ago · 3 min readspecllm – makes any LLM behave like a normal REST APILLMs are powerful but unreliable API citizens. They don't consistently respect schemas, types, or contracts. You ask for JSON, you get markdown. You ask for one of three options, you get a fourth one 00
PAPratham Amritkarindeterministic-state.hashnode.dev·3h ago · 4 min readBuilding a Headless Tactical Dispatch SystemWhen building a system for crisis resource allocation, you realize very quickly that standard web architectures are fundamentally broken. During a mass emergency - like a flood or earthquake - traditi00
DPDivyam Patroinblog.divyampatro.dev·17h ago · 9 min readClearCode Part 4: Autonomous Plan Execution, LLM-as-Judge, and Human-in-the-Loop ApprovalWhere Part 3 left us Part 3 built four capabilities: short-term memory with session persistence, multi-step agent reasoning across tool calls, a three-tier progressive skills system, and MCP integrati11K
CSChris Sheridaninhalosecurityhasnodedev.hashnode.dev·8h ago · 4 min readAnatomy of a Pentest Dropbox: How Remote Internal Assessments Actually WorkWhen people imagine a penetration test, they picture someone on-site — badge on a lanyard, laptop open in a conference room. That still happens, but a large share of internal assessments now run remot00
CAChukwuemeka Aladimmainblog.acel.dev·11h ago · 7 min readIt Worked on Every Environment Except Prod: Getting Daily Reports Right Across TimezonesEvery day, a report runs: "what did each store sell yesterday?" One of the stores is in Lagos, the other in London. The report showed both stores as having zero sales for the last two hours of the day00
