#JIT planning

33 related articles

Jul 27, 2026·4 min

Remote Surgery at 199ms Latency? What Network Latency Really Means Across Different Scenarios

Gamers struggle above 50ms, yet remote surgery works safely at 199ms latency. This article explains why, covering jitter stability, motion prediction algorithms, and dedicated medical networks.

Jul 27, 2026·7 min

DIY Companion Robot: Building Your AI Desktop Buddy with Jetson Orin

A maker builds a DIY companion robot with NVIDIA Jetson Orin and 4S LiPo battery. Explore the full development journey from first power-up to AI interaction, including edge computing, power design, and companion robot trends.

Jul 20, 2026·3 min

lx: 72 Local CLI Tools That Bring Ollama Models Into Your Terminal

lx is a set of 72 single-purpose CLI tools running on local Ollama models — no API key, fully offline. Supports git commit generation, log debugging, and more. Rust binaries with <15ms cold start; 7–8B models work great.

Jul 20, 2026·3 min

OWASP Agentic Security Top 10 Deep Dive: Understanding ASI01–ASI10 Risks and Mitigations

A comprehensive breakdown of the OWASP Agentic Security Top 10 framework, covering ASI01–ASI10 risks including goal hijacking, tool misuse, identity abuse, supply chain vulnerabilities, and cascading failures — with practical mitigations for AI agent systems.

Jul 20, 2026·3 min

LangGraph Production Template in Practice: A Complete Guide to Budget Control and Canary Routing

Deep dive into langgraph-agent-stack: per-run dollar budget control, canary traffic routing, Mock testing mode, and 800+ test cases to safely deploy AI Agents from demo to production.

Jul 20, 2026·2 min

OpenSpiel 2.0 Released: Reinforcement Learning Framework Fully Embraces Large Language Models

OpenSpiel 2.0 by Google DeepMind adds LLM fine-tuning examples, MCP tool server, JSON trajectories, AlphaZero on JAX, 19 new games, and Windows support.

Jul 15, 2026·2 min

Real-Time Data Augmentation for Single-Class Segmentation Models: Frequency, Combinations, and Boundary Precision Explained

How many augmentations per image is enough? This guide breaks down on-the-fly augmentation strategy for single-class segmentation with 3,000 labeled images, covering controlled mixing, domain matching, and mask boundary precision.

JAX Host Offloading: A Practical Guide…

Jul 14, 2026·2 min

JAX Host Offloading: A Practical Guide to Breaking Through LLM Training Memory Bottlenecks

Memory capacity is the core bottleneck in LLM training. This guide explores JAX-based host offloading — covering optimizer state offloading, activation strategies, PCIe bandwidth trade-offs, and how it complements activation recomputation.

Jul 12, 2026·3 min

GPT-5.6 Hands-On Comparison: 20x Cheaper, But Falls Short on Creativity vs. Flagship Models

A veteran tester spends a full day comparing GPT-5.6 (Sol) against Anthropic's flagship across game generation, web creativity, and single-shot API tasks. Sol is 20x cheaper and crushes on single-shot tasks, but creative quality still lags.

Jul 12, 2026·3 min

SlickToken: A Deep Dive into GPU Fleet and Agentic Workflow Planning

SlickToken is a GPU fleet and agentic workflow planning tool for AI teams, supporting offline simulation, load testing, and capacity planning—no internet required to protect enterprise data.

Jul 12, 2026·5 min

AI Tool Runs Amok: 171 Charges Totaling Nearly $1,800 — How to Avoid the Auto-Billing Trap

A user's American Express card was auto-charged 171 times by an AI service, totaling nearly $1,800 with no warning. This article analyzes pay-as-you-go risks and offers practical protection: spending limits, virtual cards, and automation monitoring.

Jul 12, 2026·5 min

GPT-5.6 In-Depth Field Test: A Real-World Log After Burning Through $200K

A developer stress-tested GPT-5.6 for six weeks across 67 projects, burning $180K-$240K in inference. Real cases of task persistence, Rust rewrites, autonomous browser control — plus honest frontend and 3D shortfalls.

Jul 12, 2026·3 min

Building AI Customer Service Agents with GPTs and Coze: A Complete No-Code Guide

Build AI agents with no coding background! Using an e-commerce customer service bot as an example, this guide breaks down the setup process for GPTs and Coze.

Jul 12, 2026·2 min

Microsoft Open-Sources .NET Skills: Making AI Coding Agents Master C# Development

Microsoft open-sources dotnet/skills, packaging .NET/C# best practices as structured skills for AI coding agents. Bridges domain knowledge gaps in general LLMs, improving code quality for GitHub Copilot and other tools.

Jul 12, 2026·3 min

Tracking London's Underground in 3D Real-Time: A Technical Breakdown of an Open-Source Visualization Project

An open-source project rendering the London Underground's real-time status in 3D, combining the TfL open API, WebGL rendering, and real-time data streaming. A deep dive into its implementation and interpolation challenges.

Jul 12, 2026·5 min

Multi-Model Tiered Deployment: Is an AI Gateway Worth Adopting?

More teams are adopting multi-model tiered scheduling. AI gateways solve cross-vendor API management, automatic fallback, and cost tracking — but add a new abstraction layer. Learn when a gateway is worth it.

Jul 12, 2026·7 min

Building AI Agents in Rust: The GAIA Benchmark Reveals the Capability Ceiling of Large Models

A Rust-based AI Agent evaluation framework uses the GAIA benchmark to compare GPT, Claude, DeepSeek and other models with no tools. Results show pure LLMs cap at ~25% accuracy, revealing why tool use is decisive for Agents.

Jul 11, 2026·8 min

GPT-5.6 Hands-On: Farm Automation, Mathematical Breakthroughs, and End-to-End AI Execution

GPT-5.6 (Sol, Terra, Luna) hands-on testing: a Hokkaido farmer controls a greenhouse with AI, a NYC small business builds custom software, and a Polish mathematician breaks a 3-year problem. A deep dive into end-to-end autonomous execution.

Jul 10, 2026·7 min

Reverse-Engineering CUDA-checkpoint: The Technical Principles and Practice of Cracking GPU Cold Starts

An in-depth analysis of reverse-engineering Nvidia CUDA-checkpoint to accelerate GPU cold starts. Covers checkpoint/restore, Serverless GPU prospects, and VRAM snapshot challenges.

Jul 10, 2026·6 min

Using Skills to Let AI Automatically Manage LLM API Gateway Stations

An in-depth look at the Skills paradigm in AI programming: through intent routing and script encapsulation, let AI agents auto-manage multi-channel LLM APIs on a One API gateway for one-click distribution, health checks, and auto-degradation.