Blog

Thoughts on AI agents, developer tools, and building in the age of intelligence.

March 23, 2026ai

How I Evaluate AI Agent Frameworks

How I Evaluate AI Agent Frameworks

aitechnology

Read more →

March 23, 2026ai

How I Think About AI Agents for My Own Business

How I Think About AI Agents for My Own Business

aitechnology

Read more →

March 23, 2026ai

How I Use AI for Product Decisions

How I Use AI for Product Decisions

aitechnology

Read more →

March 23, 2026ai

I Switched to AI Agents for My Daily Work

I Switched to AI Agents for My Daily Work

aitechnology

Read more →

March 23, 2026ai

My Approach to Building AI Products

My Approach to Building AI Products

aitechnology

Read more →

March 23, 2026ai

My Final Word on AI Agent Adoption

My Final Word on AI Agent Adoption

aitechnology

Read more →

March 23, 2026ai

My Morning Routine with AI

My Morning Routine with AI

aitechnology

Read more →

March 23, 2026ai

My Perspective on OpenClaw's Future

My Perspective on OpenClaw's Future

aitechnology

Read more →

March 23, 2026ai

My Take on AI Investment Trends

My Take on AI Investment Trends

aitechnology

Read more →

March 23, 2026ai

My Take on AI Startups Raising in 2026

My Take on AI Startups Raising in 2026

aitechnology

Read more →

March 23, 2026ai

My VC Portfolio Focus for 2026

My VC Portfolio Focus for 2026

aitechnology

Read more →

March 23, 2026ai

The Difference Between Building and Deploying AI

The Difference Between Building and Deploying AI

aitechnology

Read more →

March 23, 2026ai

The Forbes Advisor Story

The Forbes Advisor Story

aitechnology

Read more →

March 23, 2026ai

The Future of Work According to Me

The Future of Work According to Me

aitechnology

Read more →

March 23, 2026ai

What I Learned Deploying OpenClaw Setup

What I Learned Deploying OpenClaw Setup

aitechnology

Read more →

March 23, 2026ai

What I'd Tell First-Time AI Investors

What I'd Tell First-Time AI Investors

aitechnology

Read more →

March 23, 2026ai

Why I Invested in JustPaid Before It Went Public

Why I Invested in JustPaid Before It Went Public

aitechnology

Read more →

March 23, 2026ai

Why I Joined the Forbes Technology Council

Why I Joined the Forbes Technology Council

aitechnology

Read more →

March 23, 2026ai

Why I Write About AI

Why I Write About AI

aitechnology

Read more →

March 23, 2026ai

Why I'm Optimistic About AI in 2026

Why I'm Optimistic About AI in 2026

aitechnology

Read more →

March 18, 2026Opinion

Complex agent work is turning into an orchestration problem

The deepagents trend says the hard part of AI work is moving from prompting to coordination.

Read more →

March 18, 2026Opinion

Prompting was never the final form. Skills probably are

The rise of skills frameworks says the market is moving from one-off prompting to reusable operating procedures.

Read more →

March 18, 2026Opinion

The browser is quietly becoming a serious code intelligence runtime

GitNexus feels like a preview of how much serious developer work will happen inside browser-based tooling.

Read more →

March 17, 2026AIAgents

DeepAgents and the Art of Subagent Spawning

LangChain's DeepAgents introduces planning tools, filesystem access, and subagent spawning - the agent harness pattern done right.

Read more →

March 17, 2026AIAgents

88K Stars Later, Agentic Frameworks Are Finally Growing Up

The Superpowers agentic skills framework hitting 88K stars signals that agent frameworks are maturing past the hype.

Read more →

March 17, 2026AIPolicy

You Are Liable for What Your AI Agents Do Online

Moltbook's TOS update makes it explicit: you are personally liable for your AI agents' actions on their platform.

Read more →

March 17, 2026AIDeveloper Tools

Building a Coding Agent from Scratch Teaches You Everything

The learn-claude-code project shows you how to build a Claude Code-like agent in bash and TypeScript from zero - and the lessons are invaluable.

Read more →

March 17, 2026AIDeveloper Tools

Code Knowledge Graphs That Run in Your Browser

GitNexus builds code knowledge graphs with Graph RAG entirely client-side - no server, no data leaving your machine.

Read more →

March 17, 2026AIDeveloper Tools

Your Coding Sessions Deserve a Memory Layer

Claude-mem auto-captures coding sessions and compresses context - and 36K developers agree this was missing.

Read more →

March 17, 2026AIAgents

Context Databases Are the Missing Piece for AI Agents

OpenViking builds a unified context database for agents - combining memory, resources, and skills into one queryable layer.

Read more →

March 17, 2026TechnologySecurity

Certificate Authorities Now Check DNSSEC - Here's Why That Matters

Certificate authorities are starting to check DNSSEC validation before issuing certificates - a significant shift in web security.

Read more →

March 17, 2026AIInfrastructure

AI Teammates for GPU Infrastructure

Chamber from YC W26 builds AI teammates specifically for managing GPU infrastructure - and the timing couldn't be better.

Read more →

March 17, 2026AIAgents

Headless Browsers Built for Agents, Not Humans

Lightpanda is a headless browser designed from the ground up for AI agent automation - not adapted from human browsers.

Read more →

March 17, 2026TechnologyInfrastructure

Meta Re-Invests in jemalloc and That Matters

After fears that Meta was abandoning jemalloc, they've renewed their commitment - and the infrastructure community can breathe again.

Read more →

March 17, 2026AIResearch

Treating Language Model Teams as Distributed Systems

A new arxiv paper frames teams of language models as distributed systems - and the implications for multi-agent architecture are significant.

Read more →

March 17, 2026AIPrivacy

I Built a Local Voice Assistant That Actually Works

Building a locally hosted voice assistant that is reliable enough for daily use - what works, what doesn't, and what I learned.

Read more →

March 17, 2026AIAgents

Maps APIs Built for Agents, Not Humans

Voygr from YC W26 builds a maps API purpose-built for agent navigation - because Google Maps wasn't designed for AI.

Read more →

March 17, 2026AIDeveloper Tools

MCP Is Eating Context Windows Alive - Apideck Offers an Alternative

Apideck CLI provides an MCP alternative that uses far less context window - and the context consumption problem needs more attention.

Read more →

March 17, 2026AIIndustry

Nvidia GTC 2026: What Actually Matters for the AI Ecosystem

Cutting through the GTC hype to focus on what the Nvidia announcements actually mean for people building AI systems.

Read more →

March 17, 2026AIHardware

Project NOMAD: When AI Goes Completely Offline

Project NOMAD builds self-contained AI computers that work without internet - and the implications go beyond prepping.

Read more →

March 17, 2026TechnologyInternet

The Small Web Is Actually Massive

A Hacker News frontpage discussion reveals that the 'small web' of personal sites and indie projects is far bigger than anyone assumed.

Read more →

March 17, 2026AITechnology

Swarm Intelligence Is Coming for Your Prediction Models

MiroFish brings swarm intelligence to prediction engines and it's trending for good reason.

Read more →

March 17, 2026AIIndustry

What Karpathy's Job Market Visualizer Reveals About AI Hiring

Andrej Karpathy built a US job market visualizer and the data tells a story about AI's impact on hiring that most people are missing.

Read more →

March 14, 2026AITechnology

Why the Future of AI Feels More Like Management Than Magic

The repo reflects the growing shift from one giant assistant toward coordinated multi-agent systems.

Read more →

March 14, 2026AITechnology

The New Software Anxiety Is Not About Building. It Is About Staying Distinct.

The concern is simple: if software gets easier to build, what happens to software businesses built on implementation friction?

Read more →

March 14, 2026AITechnology

The Real Bottleneck in AI Might Not Be Models. It Might Be Megawatts.

That is a strong signal that energy constraints are now central to the AI growth story.

Read more →

March 14, 2026AITechnology

The Biggest AI Product Challenge Is Not Intelligence. It Is Trust Calibration.

Confidently wrong output is still the hardest user-facing challenge in many AI products.

Read more →

March 14, 2026AITechnology

BitNet Shows Where the Next Cost Break in AI Really Comes From

BitNet packages a practical inference stack for 1-bit large language models, pushing the cost curve for local AI lower.

Read more →

March 14, 2026AITechnology

Some of the Best Tech Progress Looks Like a Problem You Stop Hearing About

Killing an old cloud exploit class is a useful reminder that infrastructure safety still advances through boring fixes that compound over time.

Read more →

March 14, 2026AITechnology

The Next Leap in AI UX Is Not Smarter Words. It Is Better Representation.

The interface shift is subtle but meaningful: reasoning outputs are becoming multimodal by default.

Read more →

March 14, 2026AITechnology

Mobile AI Is Finally Starting to Do Things, Not Just Explain Things

This matters because it moves AI from answer generation into actual workflow execution on consumer devices.

Read more →

March 14, 2026AITechnology

AI Memory Is Finally Moving from Demo Feature to Core Infrastructure

The project reflects a broader push to move agents beyond stateless chat turns into systems with usable continuity.

Read more →

March 14, 2026AITechnology

The Browser Is Becoming an Operating System for Agents

The project positions the browser itself as infrastructure for autonomous tasks, not just a test runner.

Read more →

March 14, 2026AITechnology

The Most Important AI Question Right Now Might Be: Can My Laptop Handle It?

The interest is not theoretical anymore. People want to know what will work on their actual hardware today.

Read more →

March 14, 2026AITechnology

The Most Profitable AI Features Might Be the Ones You Barely Notice

It is a small feature, but it shows how quickly AI is being embedded into everyday transactional behavior.

Read more →

March 14, 2026AITechnology

The NanoClaw Story Explains the New Speed of Open Source Validation

The speed of that transition says a lot about where developer demand is strongest right now.

Read more →

March 14, 2026AITechnology

The RAG Gold Rush Is Quietly Turning Into Platform Consolidation

OpenRAG bundles retrieval, parsing, orchestration, and search into a more unified platform for production RAG.

Read more →

March 14, 2026AITechnology

The Most Practical AI Agents Are Learning to Work Inside the Page

It pushes the automation layer closer to the page itself instead of keeping all reasoning outside the interface.

Read more →

March 14, 2026AITechnology

AI in Media Is Becoming a Distribution Game, Not Just a Creation Game

Streaming companies are using AI to fight for attention in products that already live on thin margins and intense competition.

Read more →

March 14, 2026AITechnology

The Most Serious AI Teams Are Starting to Look More Like QA Teams

The project sits at the intersection of testing, security review, and regression control for AI systems.

Read more →

March 14, 2026AITechnology

People Do Not Just Want Smart Systems. They Want Adjustable Ones.

That is a meaningful move away from black-box personalization toward user-steerable systems.

Read more →

March 14, 2026AITechnology

The Line Between Language Models and Computers Keeps Getting Blurrier

The idea reframes models as systems that may eventually compute more structurally, not just predict the next token.

Read more →

March 14, 2026AITechnology

Why Developers Keep Coming Back to the Terminal, Even in 2026

That kind of attention says terminal workflows still have plenty of room to evolve.

Read more →

March 9, 2026

The Automation Tax Nobody Talks About

Every automation you build creates a maintenance burden. The real question isn't what you can automate. It's what you should.

automationengineeringstartups

Read more →

March 8, 2026

Community Colleges Are Spending $500K on AI Chatbots That Don't Work

aieducationbusiness

Read more →

March 7, 2026ai

The 406 Protocol: Open Source Fights Back Against AI-Generated PRs

Open source maintainers are drowning in low-quality AI-generated pull requests. The 406 protocol is their answer. It's messy, imperfect, and probably necessary.

open-sourceaideveloper-toolscommunity

Read more →

March 7, 2026ai

Ada 2022 Is Trending on HN and Old Languages Still Have Lessons

Ada hit the front page of Hacker News in 2026. Here's why a 43-year-old language designed for missile systems still has things to teach us.

programminglanguagesengineeringsoftware-design

Read more →

March 7, 2026

The Problem With AI Documentaries in 2026

Why most AI documentaries fail to capture what is actually happening in the industry

aimediaculture

Read more →

March 7, 2026ai

Airi Hit 29K Stars: The Self-Hosted AI Companion Wave Is Here

A self-hosted AI companion project just crossed 29K GitHub stars. People want AI friends they control. That should tell us something.

aiopen-sourceself-hostedcompanions

Read more →

March 7, 2026ai

Anthropic Published Honest Data on AI Job Displacement

An AI company publishing research about AI taking jobs. The data is uncomfortable and that's exactly why it matters.

ailaboreconomicsresearch

Read more →

March 7, 2026ai

When Governments Weaponize Vendor Relationships

Anthropic's Pentagon entanglement reveals an uncomfortable truth about enterprise AI: your vendor's government contracts are now your problem.

aigovernmententerprisevendor-risk

Read more →

March 7, 2026

Anthropic Red-Teaming Firefox Is the Security Model We Need

What Anthropic's collaboration with Mozilla tells us about AI-assisted security

securityanthropicfirefox

Read more →

March 7, 2026ai

AReaL: The RL Training Method That Actually Matters

While everyone debates model sizes, AReaL shows that reinforcement learning for reasoning is where the real gains are hiding.

aimachine-learningreinforcement-learningresearch

Read more →

March 7, 2026

BlackRock Is Limiting Fund Withdrawals and Nobody's Panicking Enough

financeriskstartupstreasurymacro

Read more →

March 7, 2026

People Who Say 'Synergize' Are Bad at Their Jobs (It's Science Now)

managementculturehiringcommunication

Read more →

March 7, 2026

Our Collaboration Tools Are Stuck in 2015

collaborationslackproductivityaitools

Read more →

March 7, 2026

Community College AI Chatbots Are Failing Students

California's $500K per year AI chatbot experiment reveals the AI promise gap

educationai-chatbotsanalysis

Read more →

March 7, 2026

CT Scans of Health Wearables: What's Actually Inside Your $400 Ring

hardwarehealth-techengineeringteardowns

Read more →

March 7, 2026

Defense Contractors Are Abandoning Claude and Vendor Risk Cuts Both Ways

aivendor-riskenterprisestrategy

Read more →

March 7, 2026

LibreSprite Is Trending and It Reminds Me Why Small Tools Still Matter

open-sourcetoolssoftwareindie-dev

Read more →

March 7, 2026

Moongate: Preserving Ultima Online in .NET 10

gamingopen-sourcedotnetpreservation

Read more →

March 7, 2026

OpenAI Is Building a GitHub Rival. That Should Terrify You.

openaigithubplatform-riskdeveloper-tools

Read more →

March 7, 2026

Paul Graham's Brand Age and What It Means When AI Makes Everything

brandingaistartupspaul-grahamstrategy

Read more →

March 7, 2026

Payphone Go Is Trending and It Proves Nostalgia Is a Product Strategy

product-designgamingnostalgiastartups

Read more →

March 7, 2026

System76 Took a Stand on Age Verification. More Companies Should.

privacypolicylinuxtech-industry

Read more →

March 7, 2026

Tech Employment Is Worse Than 2008 and Nobody Prepared for This

aiemploymenttech-industrylabor-market

Read more →

March 7, 2026

Tech Employment Is Now Worse Than 2008

The data shows tech employment has hit a new low and the causes are more nuanced than AI replacement

tech-jobseconomyanalysis

Read more →

March 7, 2026

Global Warming Is Accelerating and Tech Is Sitting on the Best Data Nobody Uses

climatedatatech-industryinfrastructure

Read more →

March 7, 2026

Webnovel Writer: Creative AI That Actually Works

aiwritingcreative-toolsclaude

Read more →

March 5, 2026AI Engineering

The Rise of AI Agents in 2026

AI agents have moved from research demos to production systems. Here's what changed and why 2026 is the inflection point.

aiagentsautomation

Read more →

March 4, 2026

AI is Already Changing the Labor Market. Anthropic Has the Data.

Anthropic published research on how AI is actually affecting jobs. The numbers tell a more nuanced story than either the optimists or doomsayers want to hear.

ailabor-marketanthropicfuture-of-workstartups

Read more →

March 3, 2026

When Governments Weaponize AI Vendor Relationships

The Pentagon just designated Anthropic a supply chain risk. This isn't about national security. It's about what happens when political power intersects with AI infrastructure.

aipolicyanthropicgovernmentinfrastructure

Read more →

March 3, 2026

The GPL Proxy Delegation Trick Nobody is Talking About

GPL section 14 allows proxy delegation for license upgrades. This obscure mechanism is about to become very relevant for AI model licensing.

open sourcelicensingGPLAIsoftware law

Read more →

March 2, 2026

GPT-5.4 Dropped. Here's What Actually Matters (And What Doesn't).

Everyone's losing their minds over GPT-5.4 benchmarks. The real story is about the infrastructure layer, not the model.

aigpt-5openaillminfrastructure

Read more →

March 2, 2026

The Real Problem With AI-Generated Wikipedia Articles

AI translations are adding hallucinated sources to Wikipedia articles across languages. This isn't just a Wikipedia problem. It's a trust infrastructure problem.

AIWikipediamisinformationtrusthallucination

Read more →

March 1, 2026

AI Companions Are Getting Serious: What the Airi Project Tells Us

The moeru-ai/airi project hit 28.8k GitHub stars with self-hosted AI companions that have voice and game integration. The personal AI market isn't a joke anymore.

AIAI companionsopen sourcepersonal AIairi

Read more →

March 1, 2026Developer Experience

Why Developer Tools Need Better CLI Experiences

Most CLI tools are designed for machines, not humans. Here's how to build CLIs that developers actually enjoy using.

developer-toolscliux

Read more →

February 28, 2026

Defense Contractors Are Already Dropping Anthropic's Claude. That's the Wrong Move.

Companies are abandoning Claude after the Pentagon designation. This is short-term thinking at its worst, and it reveals how poorly most organizations understand AI strategy.

AIdefenseanthropicclaudeAI strategy

Read more →

February 28, 2026

The US Just Lost 92,000 Jobs. AI Isn't the Whole Story (But It's Part of It).

The US economy unexpectedly shed 92,000 jobs in February. Everyone wants to blame AI. The truth is more complicated and more interesting.

aijobseconomylabor-markettrends

Read more →

February 28, 2026

Wikipedia Got Hacked. Here's What That Means for the Internet.

A mass admin account compromise forced Wikipedia into read-only mode. What this tells us about single points of failure on the internet and why we should be worried.

securityinternet infrastructurewikipediasingle points of failure

Read more →

February 27, 2026

I Watched AI Try to Run a Hedge Fund. Here's What I Learned.

The ai-hedge-fund project is trending on GitHub. I dug in. Here's where AI actually works in finance and where it completely falls apart.

AIfinancehedge fundinvestingmachine learning

Read more →

February 27, 2026

A Prompt Injection in a GitHub Issue Title Just Compromised 4,000 Developers

The Clinejection attack hid a prompt injection in a GitHub issue title. 4,000 developers using AI coding assistants got compromised. Here's the technical breakdown and what it means.

securityaiprompt-injectiondeveloper-toolsgithub

Read more →

February 27, 2026

Open-Source Agent Frameworks Are Eating the Market. Good.

Qwen-Agent, OpenAI Skills, and a dozen other frameworks are all trending on GitHub this week. The agent framework market is fragmenting fast and that's exactly what we need.

aiopen-sourceagentsframeworksmarket

Read more →

February 26, 2026

AI Security Is the Next Billion-Dollar Problem

Mozilla is using AI to hack Firefox. CyberStrikeAI is trending on GitHub. The security industry is about to be completely reshaped by AI, on both sides.

aisecuritycybersecuritymozillatrends

Read more →

February 26, 2026

OpenAI Wants to Build a GitHub Competitor. That's a Terrible Idea.

OpenAI is reportedly building a code repository platform. They should be building better models and agents instead. Focus wins. Sprawl kills.

openaigithubstrategystartupsfocus

Read more →

February 26, 2026

The Brand Age: Paul Graham is Right, But He's Missing Something

Paul Graham's essay on brand is spot-on. But he doesn't account for what happens when AI can generate everything. Brand isn't just important. It's the only moat left.

brandpaul-grahamaistrategystartups

Read more →

February 25, 2026

Meta is Letting Rival AI Chatbots Into WhatsApp. Here's the Play.

The EU forced Meta to open WhatsApp to third-party AI chatbots. This could turn messaging platforms into the new app stores for AI agents.

metawhatsappaieu-regulationdistribution

Read more →

February 25, 2026

Mozilla Hired an AI to Hack Firefox. This Is What Security Looks Like Now.

Mozilla partnered with Anthropic's red team to probe Firefox for vulnerabilities. We're entering an era where AI breaks things faster than humans can fix them.

aisecuritymozillaanthropicbrowser

Read more →

February 25, 2026

Reinforcement Learning for LLM Reasoning is the Next Frontier

The inclusionAI/AReaL framework shows where LLM development is heading. Reinforcement learning applied to reasoning is going to produce the next wave of breakthroughs.

AIreinforcement learningLLMsreasoningmachine learning

Read more →

February 24, 2026

The 406 Protocol: Open Source's Answer to AI Spam Pull Requests

Open source maintainers are drowning in AI-generated pull requests. The 406 Protocol is the community's response. Here's what it is and why it matters.

open-sourceaideveloper-toolscode-qualityprotocols

Read more →

February 24, 2026

GPT-5.4 is OpenAI's Best Model Yet. Here's Why That Barely Matters.

OpenAI shipped another impressive model. But the real AI race isn't about raw capability anymore. It's about distribution, agents, and workflows.

aiopenaigpt-5strategyagents

Read more →

February 24, 2026

System76's Stand on Age Verification Laws is What Principle Looks Like

System76 took a public stance against age verification laws. In a tech industry full of empty virtue signaling, this is what actually standing for something looks like.

privacypolicytech industryage verificationSystem76

Read more →

February 23, 2026

AI Just Broke Wikipedia and Nobody Noticed for Weeks

An AI translation project silently added hallucinated sources to Wikipedia articles. The real failure wasn't the AI. It was the missing oversight.

aihallucinationsquality-controlautomationlessons

Read more →

February 23, 2026

Anthropic's War with the Pentagon is a Preview of AI's Political Future

The Pentagon designated Anthropic a supply chain risk. This isn't about one company. It's a preview of what happens when AI becomes geopolitical.

aianthropicgeopoliticsgovernmentregulation

Read more →

February 23, 2026

Every Developer Tool is Becoming an AI Agent

React-grab, Codex skills, Qwen-Agent are all trending. The pattern is clear: developer tools are evolving from passive utilities into active agents. The IDE as we know it is dying.

AIdeveloper toolsagentssoftware developmentIDE

Read more →

February 22, 2026

CBP is Using Your Ad Data to Track You. AI Makes This Worse.

US Customs and Border Protection tapped into the advertising ecosystem to track people. When you combine this with AI capabilities, the privacy implications are staggering.

privacysurveillanceAIadvertisingCBP

Read more →

February 22, 2026

Why 10% of Firefox Crashes Come From Cosmic Rays

Mozilla traced 10% of unexplained Firefox crashes to single-bit memory errors caused by cosmic rays. Here's why this matters more than you think.

software-engineeringreliabilityhardwarefirefoxcosmic-rays

Read more →

February 22, 2026

Good Software Knows When to Stop. Most AI Doesn't.

AI tools that don't know their limits cause more harm than no AI at all. The best software has always known when to get out of the way. AI needs to learn this.

aisoftware-engineeringproduct-designuxreliability

Read more →