Tech & Tools

API bills 3x higher than expected? Output tokens eat 70-80% of costs, and context inflation makes the 10th conversation turn 3-6x pricier. Use the cost-tier ladder framework to pick the most affordable AI API for your monthly usage.

Ollama, LM Studio, and Jan aren't ranked by capability — they serve completely different audiences. Picking the wrong tool is why most people get stuck. This audience-matching framework helps you choose in 5 minutes.

cognee stores knowledge for agent systems; codebase-memory-mcp stores code structure for AI coding tools. They solve completely different problems. Use this decision framework to find the right memory layer for your use case in 5 minutes.

Tenet Security identified at least 2,388 organizations with injectable Sentry DSNs: attackers can hijack Claude Code or Cursor via fake error reports to exfiltrate AWS credentials. Tenet reported an 85% success rate across tested agents, with no account breach needed.

Which Claude Code skills are worth installing? We tested 5 picks for TDD, PRDs, issue planning, and clearer prompts, then built them into one workflow.

Anthropic cut off subscriptions for OpenClaw. Your options now: API Key ($3-$60/mo), extra usage billing, or Max ($200/mo). We compare real costs with a decision flowchart.

The key Product Hunt trends from July 30 to August 6: agents move beyond chat into memory, outreach, execution, and AI cost management.

AI Agents aren't chatbots. They can break down tasks, use tools, and complete multi-step workflows on their own. This guide walks you through building your first AI Agent from scratch using existing tools and no-code platforms.

Within 24 hours of Claude Fable 5's launch, 1,585 lines of hidden instructions appeared on GitHub. This breakdown explains what's inside, and how the knowledge cutoff and refusal logic affect your daily AI use.

88% of AI POCs never reach production. 74% get rolled back after deployment. From the perspective of running Shareuhack's 7-agent fleet, we break down 5 production failure patterns and what actually separates teams that ship from those that don't.

This week's Product Hunt top 20 show AI products moving into complete workflows, with memory, agent-ready data, open source tools, and founder operating systems taking the lead.

Claude Sonnet 5 rivals Opus 4.8 on agentic tasks and knowledge work at 60% of the cost, but intro pricing ends 8/31. From benchmark numbers and tokenizer traps to migration steps, this guide helps you decide before September pricing kicks in.

GitHub's fastest-growing projects from 2026/07/28–08/05: an AI curriculum leads the chart while Agent Skills, code review, and human-agent workspaces take shape.

The July 15–22 GitHub roundup: engineering skills led growth, while new repos brought agents into design, 3D, wardrobes, and local AI.

herdr gives every AI agent its own pane with real-time blocked/working/done status — Claude Code, Codex, and Devin running in parallel, no tab-switching required.

June 9–17 GitHub's most impactful open-source projects: NVIDIA launches Skills security scanner (discovers 26% have vulnerabilities), apple/container v1.0 explodes on HN with 1,266 points, kage offline website tool reaches 689 points outpacing most AI tools.

Headroom wins (60-95% token compression). Skills grow: design, PPT, QA. WHOOP privacy spurs alternatives.

Top GitHub open source picks for 2026/05/19–05/27: codegraph leads the weekly chart with +20,208 stars, Understand-Anything earns community recognition with 169 HN points, Perplexity officially releases Bumblebee for supply chain scanning, and the Skills ecosystem expands from academic research all the way to .NET.