GPT-5 and Frontier LLMs Lose 33% Accuracy in Long Chats – Checkpointing & RAG Fixes
Even frontier LLMs from GPT-5 onward lose up to 33% accuracy when you chat too long TL;DR — Leading LLMs still lose a large chunk of accuracy when tasks are split across many chat turns instead of provided as one prompt: earlier tests showed about a 39% drop; the newest generation reduces that to roughly […]
HTML extractor choice rewires LLM training—use multi-extractors to preserve tables and code
How a tiny HTML preprocessing choice rewires what LLMs learn TL;DR: A new study from researchers at Apple, Stanford, and the University of Washington shows that the choice of HTML extractor—the tool that turns Common Crawl pages into plain text—dramatically changes which web pages and structured artifacts end up in LLM training data. Using the […]
Hierarchical Planner for AI Agents: Practical Template to Build Auditable Multi‑Agent AI Automation
Hierarchical Planner for AI Agents: A Practical Template for Multi‑Agent AI Automation TL;DR: Use a three-role pattern—planner (produces a JSON plan), executor (runs model reasoning or sandboxed Python), and aggregator (synthesizes results)—to build auditable, modular AI agents. This Colab‑runnable template leverages an open‑source LLM (Qwen2.5-1.5B-Instruct) with optional 4‑bit quantization and includes utilities for JSON extraction, […]
Anthropic vs. DoD: Supply‑Chain Risk for AI Agents — What Boards Must Do Now
Anthropic vs. the Pentagon: Supply‑Chain Risk, AI Governance, and What Boards Must Do Now On Feb. 27, 2026, the U.S. Department of Defense announced a supply‑chain risk designation for Anthropic, effectively telling many military contractors to pause commercial activity with the AI startup. Why it matters: the move is more than a procurement spat. It […]
Interactive Folium Geospatial Dashboards: Heatmaps, Choropleths, Time Animations & Live Feeds
Interactive Geospatial Dashboards with Folium: Heatmaps, Choropleths, Time Animation & Live Feeds TL;DR: Folium (a Python wrapper for Leaflet) lets data teams prototype interactive geospatial dashboards fast—standalone HTML maps with heatmaps, choropleths, clustered markers, time animations, and live feeds. Use it to validate ideas and share demonstrators; move to tile caching, vector tiles, or a […]
Your Robot Is Not On Your Side – 7,000 Exposed Vacuums Reveal IoT and AI Risks
Your Robot Is Not On Your Side TL;DR A hobby developer’s mistake left ~7,000 robot vacuums visible online — a blunt reminder that convenience often arrives before security. Advances in model reasoning and brain‑computer interfaces expand capability — and new attack surfaces for data leakage, privacy violations, and strategic risk. Practical controls exist: inventory IoT, […]
Ethereum & Layer 2s Dominate On-Chain AI Agents: Practical Implications for Business
Why Ethereum Is Winning the Race for On-Chain AI Agents Thousands of autonomous AI agents are already operating on public blockchains — and they’re clustering where money, contracts, and tooling are easiest to use. Public data shared by analysts shows Ethereum and its Layer 2s hosting the largest share of these on-chain AI agents, a […]
Samsung Unpacked 2026: Galaxy S26, One UI 8.5 and the Rise of Agentic AI for Business
Samsung Unpacked 2026: Galaxy S26, One UI 8.5 and the rise of agentic AI Samsung’s Unpacked 2026 pushes phones from smart assistants to active agents — faster chips, built-in privacy, and AI that can take actions for you. TL;DR for leaders Galaxy S26 family (S26, S26 Plus, S26 Ultra) and Galaxy Buds 4 / Buds […]
Perplexity’s pplx-embed: Bidirectional, Diffusion-Trained Embeddings for Scalable Semantic Search
Perplexity’s pplx-embed: Bidirectional, Diffusion-Trained Embeddings for Scalable Semantic Search What it is: pplx-embed is a family of multilingual embedding models from Perplexity, converted from Qwen3 into bidirectional encoders and trained with a diffusion-style denoising objective to handle noisy web text. Why it matters: Better, more noise-tolerant vectors for semantic search and RAG that are built […]
Fender Mix review: Modular, repairable headphones for office — hi-res, Auracast & low latency
Fender Mix Review — Modular headphones built for office, hi‑res audio and low latency Quick verdict: Fender Mix are modular, repairable headphones that prioritize long battery life, versatile connectivity and studio‑quality wired playback (96kHz/24‑bit). They deliver their best sound and lowest latency when paired with the removable USB‑C transmitter; standard Bluetooth can be bass‑forward and […]