agitracker.io

The agitracker.io team

We read the papers, run the numbers and write down what actually changed on the road to general-purpose AI.

2026

  1. AGI Is Always About Four Years Away: What 74 Predictions ShowSince 2023, AGI predictions put it a median 4.2 years out, and the predicted year keeps moving later. An analysis of 74 dated forecasts.ForecastsResearch14 min
  2. AI Hallucination Cases Reach Higher Courts as Penalties GrowAnalysis of 65 documented AI hallucination cases: sanctions moved to appellate and supreme courts, penalties grew, and courts stopped naming the AI tool.ResearchAI Governance15 min
  3. AI Release Race: Context Windows Stalled Near 1M Tokens Since 2024Original analysis of 159 LLM launches: release cadence, a 1M-token context ceiling that has held for 30 months, and launch prices that stopped falling.AI ModelsResearch13 min
  4. Open Weights Follow Geography: 94% of Chinese Releases vs 29% of USAn analysis of 159 LLM releases finds a lab's headquarters predicts open weights better than release year, and the US-China gap has widened since 2024.Open SourceAI Models13 min
  5. Why AI Water Estimates Disagree by 2,000x: It Is Mostly EnergyHow much water does AI use? Published per-prompt figures span 2,000x, but water per watt-hour varies only 8x. Energy assumptions drive 84% of the gap.AI InfrastructureResearch11 min
  6. Agent Skills for Teams: How to Write, Version and Ship SKILL.md Across Claude Code, Codex and CursorHow engineering teams write Agent Skills that trigger, keep SKILL.md small, version and review skills, and distribute them across Claude Code, Codex and Cursor.Coding AgentsDeveloper Tools16 min
  7. 10 Best Claude Code Skills in 2026 for Production AI WorkThe best Claude Code skills for teams shipping LLM apps: cost, security, MCP, observability and agent governance, with install commands for each.Coding AgentsAI Infrastructure16 min
  8. Bifrost Adds an Agent Gateway, Putting A2A Traffic Beside Model and Tool CallsBifrost v2.3.0 ships an agent gateway for the A2A protocol: agent-card registration, transport bridging, push callbacks and logs tied to LLM and MCP calls.AI AgentsAI Infrastructure11 min
  9. Bifrost Upgrades Its LLM Router: A Decision Model Now Picks Between Haiku, Sonnet and OpusBifrost's complexity-based LLM router now classifies requests with a decision model. Published benchmarks show 36% lower spend on everyday questions.Model RoutingLLM Gateways11 min
  10. Bifrost Brings Decision Models From Eight Providers Under One APIBifrost v2.3 routes decision model requests to TypeSafe, OpenAI, Cloudflare and five more providers through one typed /v1/decisions endpoint.LLM GatewaysAI Infrastructure11 min
  11. Bifrost Edge Takes the AI Gateway to the Laptop to Rein In Shadow AIBifrost Edge, now generally available, routes desktop AI apps, browser AI, coding agents and MCP servers through a gateway to curb shadow AI on work machines.AI GovernanceSecurity10 min
  12. Bifrost Ships Warp, a Read-Only Agent That Answers LLM Observability Questions From Gateway LogsBifrost v2.3.0 adds Warp, an alpha in-dashboard agent that answers LLM observability questions about spend, latency and logs using read-only tools.AI InfrastructureObservability11 min
  13. Claude Code Cost for Teams: What It Costs and How to Cap It per DeveloperClaude Code cost for engineering teams: Anthropic's per-developer figures, what drives the bill, and how to set per-developer budgets and managed settings.Coding AgentsAI Governance18 min
  14. Codex Skills: How Agent Skills Work in OpenAI Codex, Plus Six to InstallHow Codex skills work: where Codex loads SKILL.md files, how it picks a skill, how to install skills from GitHub with npx skills, and six to try.Coding AgentsDeveloper Tools14 min
  15. Cursor Skills: How Agent Skills Work in Cursor, How They Differ From Rules, and Six to InstallHow Cursor skills work: the folders Cursor loads, skills vs rules, installing skills from GitHub with npx skills, and six skills for production AI teams.Coding AgentsDeveloper Tools14 min
  16. How to Set Up LLM Monitoring in Production: Records, Traces, Dashboards and AlertsA practical LLM monitoring setup: the per-call record, OpenTelemetry GenAI conventions, agent traces, sampling, PII controls, dashboards and alert thresholds.ObservabilityAI Infrastructure17 min
  17. MCP Best Practices: How to Run MCP Servers at Team ScaleMCP best practices for teams: cut tool sprawl and context bloat, scope tools per agent and user, centralize credentials, gate risky calls and log them.MCPAI Infrastructure15 min
  18. npx skills: How to Install, Update and Manage Agent Skills in 2026A practical npx skills guide: preview, install, scope, pin, update and remove Agent Skills for Claude Code, Codex and Cursor, with tested commands.Coding AgentsExplainers13 min
  19. OWASP LLM Top 10 Checklist: The 2026 Risks and How to Fix Each OneA practical OWASP LLM Top 10 checklist for the 2026 edition: what changed, a fix and a test for each risk, and an open-source agent skill that runs the audit.SecurityAI Infrastructure16 min
  20. OpenAI API Cost: Practical Ways to Cut the Bill Without Losing QualityHow to reduce OpenAI API cost: current per-token prices, prompt caching rules, Batch and Flex discounts, model routing, output caps, budgets and attribution.AI InfrastructureModel Routing16 min
  21. API Integration: The Definitive Guide to Styles, Patterns, Auth and ReliabilityAPI integration explained from the specs: REST, GraphQL, gRPC and webhooks, integration patterns, OAuth 2.1, idempotency, retries, OWASP risks and LLM APIs.AI InfrastructureExplainers18 min
  22. Claude Opus 5.5: A Practical Guide to Pricing, the API and MigrationClaude Opus 5.5 for builders: specs, pricing, prompt caching and batch savings, effort, API code, model choice, migration and gateway routing.AI ModelsLLM Gateways18 min
  23. Claude Sonnet 5: A Practical GuideClaude Sonnet 5 and Sonnet 5.5 explained. Release dates, pricing, context window, API usage, Opus and Haiku comparison, Claude Code setup, and migration.AI ModelsCoding Agents18 min
  24. Claude Usage Limits Explained: Plans, Claude Code and API Rate LimitsClaude usage limits as of October 2026: five-hour sessions, weekly caps, Max and Team multipliers, Claude Code, usage credits, and API rate limits by tier.Developer ToolsCoding Agents19 min
  25. The Definitive Guide to the DeepSeek APIHow to use the DeepSeek API: keys, base URLs, OpenAI and Anthropic formats, thinking mode, caching, peak pricing, rate limits, errors and Claude Code.AI InfrastructureOpen Source17 min
  26. DeepSeek V3: What It Is and When to Use ItDeepSeek V3 explained: the V3, V3.1 and V3.2 releases, MoE and MLA architecture, the $5.6M training claim, licensing, API status and when V3 beats V4.Open SourceAI Industry17 min
  27. How to Secure and Route MCP Servers in Enterprise EnvironmentsMCP server security for enterprises: the threat model, a gateway reference architecture, routing headers, tool allowlists, sandboxing and audit logs.SecurityMCP17 min
  28. OpenAI Responses API: A Practical Guide to State, Tools, Streaming and MigrationA practical guide to the OpenAI Responses API: request shape, state, built-in tools, function calling, streaming, pricing, migration and multi-provider use.AI InfrastructureLLM Gateways17 min
  29. The Definitive Guide to the Service Integration BusService integration bus explained: IBM WebSphere SIBus components, the ESB pattern, ESB vs microservices and Kafka, SIBus migration paths, and AI gateways.AI InfrastructureExplainers16 min
  30. A2A vs MCP: How the Agent2Agent Protocol and Model Context Protocol Fit TogetherA2A vs MCP explained from the specs: what each protocol standardizes, Agent Cards, transports, auth, task lifecycle, governance and how they compose.MCPAI Agents17 min
  31. Agentic Workflows Explained: Patterns, Examples, and What Breaks in ProductionAgentic workflows explained, from the workflow vs agent split and five core design patterns to real examples and the failures that hit production.AgentsExplainers18 min
  32. Top 8 AI Agent Security Tools in 2026Compare 8 AI agent security tools on agent identity, MCP tool permissions, runtime guardrails, sandboxing and audit trails, mapped to the OWASP agentic risks.SecurityAgents19 min
  33. AI Inference Cost in 2026: What Drives the Bill and How to Cut ItAI inference cost explained for 2026: current per-token prices, the six drivers behind the bill, and the levers that cut it, with a worked example.AI InfrastructureModel Routing19 min
  34. 10 Best Open Source LLMs in 2026: Open-Weight Models Ranked by TierThe 10 best open source LLMs of October 2026, ranked in four tiers by capability, license and hardware, with release dates, parameters and benchmark scores.Open SourceAI Models19 min
  35. Claude Code vs Codex in 2026: How the Two Coding Agents CompareClaude Code vs Codex in October 2026: models, CLI, IDE and cloud surfaces, pricing, MCP, sandboxing, subagents and enterprise controls, from official docs.Coding AgentsDeveloper Tools18 min
  36. DeepSeek V4 Explained: Architecture, Pricing and API AccessDeepSeek V4 covers V4-Pro, V4-Flash and V4.1-Flash. What changed from V3 and R1, current API pricing, data residency, and self-hosting the MIT weights.Open SourceAI Industry18 min
  37. EU AI Act Compliance in 2026: What Engineering Teams Need to ShipEU AI Act compliance after the Digital Omnibus: what applies in October 2026, the new high-risk dates, and the logging and oversight controls to build.AI GovernanceSecurity19 min
  38. Gemini 4 Explained: What Google's Argon Model Changes for DevelopersGemini 4 Argon explained. Release dates, where it runs, the 1M-token output limit, pricing, benchmarks, GPT-6 and Claude comparison, and breaking API changes.AI ModelsBenchmarks18 min
  39. 8 Best Tools to Run a Local LLM in 2026The 8 best tools to run a local LLM in 2026, from Ollama and LM Studio to llama.cpp, vLLM and SGLang, compared on APIs, hardware, licensing and serving.AI InfrastructureOpen Source18 min
  40. MCP Authentication Explained: OAuth 2.1, Audience-Bound Tokens and GatewaysHow MCP authentication works under the 2026-07-28 spec, from OAuth 2.1 discovery and token audience rules to API keys and gateway-brokered auth.MCPSecurity17 min
  41. Top 7 OpenRouter Alternatives in 2026 for Self-Hosting and GovernanceSeven OpenRouter alternatives compared on self-hosting, budgets, failover and data control, for teams moving off a hosted model marketplace.LLM GatewaysAI Infrastructure15 min
  42. Prompt Injection Attacks: How They Work and How to Prevent ThemHow prompt injection attacks work, from direct and indirect injection to MCP tool poisoning, with real incidents, OWASP LLM01 and layered defenses.SecurityAgents19 min
  43. vLLM vs Ollama: Which Local LLM Engine Fits Your WorkloadvLLM vs Ollama compared on architecture, throughput, hardware, quantization, multi-GPU and APIs, with published benchmarks and when to run both.AI InfrastructureExplainers18 min
  44. What Is Sovereign AI? The Race to Own the AI StackSovereign AI means controlling the compute, models, data and control plane behind AI. The 2026 national programs, the rules, and the enterprise version.AI InfrastructureAI Policy18 min
  45. Top 5 AI Gateways for Anthropic, OpenAI, and Gemini in 2026Compare 5 AI gateways that put Anthropic, OpenAI, and Gemini behind one API, on native SDK support, cross-provider fallback, and reasoning translation.LLM GatewaysAI Infrastructure16 min
  46. Top 5 AI Gateways for Automatic Failover Across Bedrock, Vertex AI, and Azure OpenAI in 2026Compare 5 AI gateways for failover across Amazon Bedrock, Vertex AI, and Azure OpenAI on retries, quota handling, cloud auth, and circuit breakers.LLM GatewaysAI Infrastructure17 min
  47. Top 5 AI Gateways for Claude Code, Codex CLI, and Cursor in 2026Compare 5 AI gateways that act as one Claude Code proxy, Codex CLI provider and Cursor endpoint, with per-developer keys, budgets and shared MCP tools.LLM GatewaysCoding Agents15 min
  48. Top 5 AI Gateways for Routing Between vLLM, Ollama, and Cloud LLMs in 2026The top 5 AI gateways for routing between vLLM, Ollama, SGLang and cloud LLM APIs, compared on fallback, data-class rules and self-hosted cost tracking.Model RoutingLLM Gateways16 min
  49. Top 5 AI Gateways for Air-Gapped and In-VPC LLM Deployments in 2026Compare 5 AI gateways for air-gapped, in-VPC and on-premise LLM deployments on offline startup, private endpoints, secrets, telemetry and licensing.LLM GatewaysAI Infrastructure15 min
  50. Bifrost vs LiteLLM: Why Bifrost Is the Better AI Gateway in 2026Bifrost vs LiteLLM compared on overhead, scaling, governance, MCP, guardrails and migration: why Bifrost is the stronger AI gateway for production traffic.LLM GatewaysAI Infrastructure16 min
  51. Top 5 AI Gateways for Multimodal Workloads in 2026Compare 5 AI gateways for multimodal workloads on vision, image and video generation, speech, realtime voice, async jobs, media costs and guardrails.LLM GatewaysAI Infrastructure15 min
  52. Top 10 AI Models for Coding in October 2026: Best LLMs for Agentic Software WorkThe best AI models for coding in October 2026, ranked on Terminal-Bench 4.0, DeepSWE, cost per task, and behavior in Claude Code, Cursor, and Codex.AI ModelsCoding Agents16 min
  53. Top 10 AI Models in October 2026: Best Closed and Open-Weight LLMs RankedThe best AI models of October 2026 ranked on reasoning, coding, multimodal skill, and price, with leaderboard scores, context windows, and per-token costs.AI ModelsBenchmarks17 min
  54. Top 10 Agent Orchestration Platforms in 2026Compare the top 10 agent orchestration platforms in 2026, from LangGraph and CrewAI to Microsoft Agent Framework and Google ADK, on state, MCP, A2A, tracing.AI AgentsAI Infrastructure15 min
  55. AI Agent Security Incidents in 2026: What Went WrongSix AI agent security incidents from 2026, from McKinsey's Lilli to poisoned ClawHub skills, what failed in each, and which controls would have helped.SecurityAgents13 min
  56. AI Gateway vs API Gateway: What's the Difference?AI gateway vs API gateway explained, covering traffic direction, token-based limits, prompt inspection, failover, and the three ways teams run the two together.LLM GatewaysAI Infrastructure12 min
  57. Top 10 Enterprise Agent Orchestration Platforms in 2026Compare 10 enterprise agent orchestration platforms in 2026, from AWS Bedrock AgentCore to Agentforce, on agent identity, policy, compliance, and protocols.AI AgentsAI Governance14 min
  58. GPT-6 Pricing: Why the 50% Cut Won't Halve Your BillGPT-6 pricing explained after OpenAI halved Sol and Luna rates. Why most teams will save far less than 50%, with a worked example and how to capture the cut.Model RoutingAI Industry10 min
  59. LLM Gateway Benchmark: How to Measure Gateway OverheadHow to run an LLM gateway benchmark that measures real overhead, why published numbers disagree, and which metrics, mocks, and test scenarios to use.LLM GatewaysPerformance11 min
  60. Self-Hosted vs Managed LLM Gateway: How to ChooseSelf-hosted vs managed LLM gateway compared on cost, data residency, latency, operations, and supply chain risk, with a break-even formula and a decision table.LLM GatewaysAI Infrastructure12 min
  61. Top 10 Open-Source MCP Gateways for Self-Hosting in 2026Compare 10 open source MCP gateway projects for self-hosting in 2026 on license, language, release cadence, dependencies, high availability, and per-user auth.MCPAI Infrastructure14 min
  62. Top 10 MCP Servers for Coding Agents in 2026 (Claude Code, Cursor, Codex)The 10 best MCP servers for coding agents like Claude Code, Cursor, and Codex in 2026, compared on hosting, auth, notable tools, and the risks each one adds.MCPCoding Agents16 min
  63. Top 10 MCP Servers in 2026Compare the 10 best MCP servers in 2026 for GitHub, Slack, Notion, Jira, Google Workspace, Salesforce, Stripe, and more, with hosting, auth, and security notes.MCPAI Agents16 min
  64. Top 10 AI Gateways with Built-in Guardrails and Governance (2026)Compare 10 AI gateways with built-in guardrails and governance in 2026, covering PII redaction, prompt injection defense, MCP tool controls, and audit logs.AI GovernanceLLM Gateways15 min
  65. Top 10 AI Gateways in 2026Compare the top 10 AI gateways in 2026 on routing, governance, guardrails, observability, MCP support, and deployment model to find the best fit for production.AI InfrastructureLLM Gateways16 min
  66. Not all AI models are LLMs: seven model families and how they differAutoregressive LLMs, reasoning models, diffusion LLMs, Mamba hybrids, mixture-of-experts, world models and robot VLAs, explained by what each one predicts and how it spends compute.ExplainersResearch14 min
  67. JEPA, explained: Yann LeCun's bet against next-token predictionWhat a Joint Embedding Predictive Architecture is, how I-JEPA and V-JEPA 2 work, why LeCun thinks it beats LLMs, and what the evidence shows so far.ExplainersResearch16 min
  68. Fast and slow: System 1 vs System 2 AI models, explainedWhat people mean by System 1 and System 2 AI, how reasoning models like o1 and R1 learned to think slowly, and why frontier models now decide for themselves.ExplainersResearch16 min
  69. Claude Mythos: the bug hunter Anthropic keeps on a leashClaude Mythos Preview found thousands of zero-days, so Anthropic restricted it and launched Project Glasswing. What it found, what got fixed, and why.SecurityAI Safety12 min
  70. Pacing the Frontier: why AI's builders asked for a brake pedal1,386 frontier-lab staff, Dario Amodei and OpenAI's chief scientist among them, asked the US to build tools to slow automated AI research. What it means.AI GovernanceForecasts12 min
  71. The 10x-a-year clock: what METR's AI time horizons really showMETR measures AI progress in hours of human work, and the number now grows about 10x a year. What it means, where it breaks, and what forecasters did.ScalingForecasts12 min
  72. ARC-AGI-3 explained: the games AI couldn't play, until it couldARC-AGI-3 drops AI into wordless video games that ordinary people beat. Frontier models scored under 1% in March. By September, GPT-6 Astra hit 62.7%.BenchmarksAGI definitions12 min
  73. The AI that broke into the answer key's office to pass its examOpenAI's agents hacked Hugging Face to game a cyber eval, and Gemini hit three real firms in a test. What happened, why, and what it means for AI evals.AI SafetyAgents12 min
  74. 9 Open Source LLM Gateways Worth Running in Production in 2026Compare 9 open source LLM gateway projects on what production demands: high availability, shared state, metrics and tracing, upgrade cadence, and footprint.LLM GatewaysOpen Source15 min
  75. Best Semantic Caching Solutions for Enterprises in 2026Compare 5 semantic caching solutions for enterprises in 2026 on architecture, similarity controls, and the hit rate each one needs before it pays for itself.AI InfrastructurePerformance14 min
  76. 8 Best AI Guardrails Platforms for Blocking Unsafe Model Output in 2026Compare 8 AI guardrails platforms for blocking unsafe model output: toxicity, PII in responses, hallucination checks, streaming, and block vs redact.GuardrailsAI Governance15 min
  77. The open-weight frontier now speaks MandarinChinese labs now own the open-weight frontier. How close Kimi K3, DeepSeek V4 and Qwen3.8 really are to US models, what they cost, and why it matters.Open SourceAI Industry11 min
  78. 8 Best AI Coding Agents for Software Teams in 2026Compare 8 AI coding agents for software teams in 2026, from terminal and IDE agents to cloud agents that open pull requests, with a best-for label for each.AgentsDeveloper Tools12 min
  79. AI wrote a working genome. Here is what that actually meansGenome language models designed 285 bacteriophage genomes. Sixteen came alive and killed E. coli. What the result means, and the safety fight around it.ResearchAI Safety12 min
  80. 5 Best Claude Code Gateways for Your Own Infrastructure in 2026Compare 5 Claude Code gateway options you can run on your own infrastructure, on per-developer budgets, model routing, audit trails, and MCP governance.LLM GatewaysCoding Agents15 min
  81. Top 6 Agent Gateways for Governing AI Agents in 2026Compare the top 6 agent gateway options for 2026 on agent identity, per-agent budgets, MCP tool access, A2A traffic, and audit trails for autonomous AI agents.AI GovernanceMCP15 min
  82. How much is a gigawatt? The year AI campuses hit 1 GWEpoch AI predicted five AI campuses would cross 1 gigawatt in 2026. By July, two had. What a gigawatt powers, why power now limits AI, and who pays.ComputeScaling12 min
  83. 7 Best Model Routing Tools to Cut Inference Cost in 2026Compare 7 model routing tools on inference cost in 2026: weighted routing to cheaper providers, budget-aware fallbacks, response caching, and spend caps.Model RoutingLLM Gateways15 min
  84. 7 Best AI Agent Simulation Tools for Testing Chat and Voice Agents in 2026Compare 7 AI agent simulation tools that test chat and voice agents with simulated users, personas, and multi-turn scenarios before production.AgentsEvaluation12 min
  85. 10 Enterprise AI Governance Platforms Compared in 2026Compare 10 AI governance platforms for enterprises in 2026, split into runtime enforcement and GRC tools for inventory, risk, and EU AI Act mapping.AI GovernanceAI Infrastructure15 min
  86. 8 Best AI Red-Teaming Tools for LLM Apps and Agents in 2026Compare 8 AI red-teaming tools for LLM apps and agents on attack coverage, multi-turn and agent testing, OWASP LLM Top 10 mapping, CI fit, and deployment.AI SafetySecurity12 min
  87. MCP Gateway Registry: 7 Gateways for Managing MCP Servers in 2026Compare 7 MCP gateway registry options for managing MCP servers in 2026 on server catalogs, connection health, tool filtering, auth brokering, and token cost.AI InfrastructureMCP15 min
  88. Top 8 Kong Alternatives Built for AI and LLM Traffic in 2026Kong alternatives for AI and LLM traffic, compared: 8 gateways built for model calls, from self-hosted Bifrost and LiteLLM to hosted edge and platform options.LLM GatewaysAI Infrastructure15 min
  89. Your AI has amnesia: why smart models still can't learn on the jobContinual learning, explained. Why frontier models forget everything between sessions, what catastrophic forgetting is, and the research trying to fix it.ResearchAGI definitions12 min
  90. 6 Best LLM Routers for Auto Routing Per Request in 2026Compare 6 LLM router tools for auto routing in 2026: rule-based, complexity classifier, and learned routers that choose the right model per request.Model RoutingLLM Gateways15 min
  91. Top 6 Shadow AI Tools for Finding Ungoverned AI Usage in 2026Compare 6 shadow AI tools on the full remediation workflow: inventorying ungoverned AI usage, ranking it by data risk, and moving users to sanctioned paths.AI GovernanceSecurity15 min
  92. 9 Enterprise AI Security Platforms for Securing LLM Traffic in 2026Compare 9 enterprise AI security platforms for LLM traffic on prompt injection, PII and secrets leakage, key management, access control, and audit logs.SecurityAI Governance15 min
  93. Top 10 LLM Observability Tools for Agent Tracing in 2026Compare 10 LLM observability tools for tracing and debugging multi-step agents in 2026, from gateway-layer tracing of LLM and MCP calls to SDK tracers.ObservabilityAI Infrastructure15 min
  94. 7 Best AI Agent Evaluation Platforms in 2026Compare 7 AI agent evaluation platforms on trajectory and tool-call scoring, LLM-as-judge, human review, datasets, online evals, and CI regression testing.EvaluationAgents11 min
  95. 7 Enterprise MCP Governance Tools for Controlling Tool Access in 2026Compare 7 MCP governance tools for enterprises on per-key tool allowlists, MCP authorization, approval of tool calls, and audit logging of agent actions.MCPAI Governance15 min
  96. Top 10 AI Observability Platforms for Production AI in 2026Compare 10 AI observability platforms for production AI in 2026 on cost attribution, latency and error metrics, OpenTelemetry support, and deployment.ObservabilityAI Infrastructure15 min
  97. Best Shadow AI Detection Tools in 2026Compare 5 shadow AI detection tools in 2026 by what each can actually see, from endpoint agents to network proxies and identity APIs, and whether it enforces.AI GovernanceSecurity13 min
  98. Top 10 MCP Gateways in 2026Compare the top 10 MCP gateways in 2026 on per-user authentication, tool governance, token cost, and deployment, from self-hosted to managed cloud.AI InfrastructureMCP17 min
  99. Why OpenAI shut down Sora: the most expensive toy in AISora burned a reported $1M a day while its users drifted away. The economics of AI video explain why OpenAI gave the chips to coding and enterprise.AI IndustryCompute11 min
  100. Best Open Source AI Gateways in 2026Compare 5 open source AI gateway projects in 2026 on license, governance in the free tier, self-hosting cost, and which lineage each one comes from.AI InfrastructureOpen Source14 min
  101. 6 Best Prompt Management Tools for Production LLM Apps in 2026Compare 6 prompt management tools for production LLM apps in 2026 on versioning, deployment, evaluation, collaboration, and hosting options.Prompt EngineeringAI Infrastructure12 min
  102. How to read an AI benchmark without getting fooledA checklist for reading AI benchmark results, from sample size and contamination to saturation, so you can tell a real capability jump from a rounding error.BenchmarksEvaluation2 min
  103. Why AI benchmarks saturate, and what replaces themBenchmarks that once looked impossible now get solved within a few years of release. Here is why that keeps happening and how the next generation of tests is trying to stay ahead.BenchmarksEvaluation2 min
  104. Compute, data, algorithms: the three levers behind AI progressAI capability grows when you add compute, add data, or use them more efficiently. Here is how each lever works, how fast it has been moving, and what could slow it down.ScalingCompute2 min
  105. 5 Best LLM Gateways for Enterprises in 2026Compare 5 LLM gateways for enterprises in 2026 on routing, failover, governance, and deployment, from self-hosted control planes to managed cloud services.AI InfrastructureLLM Gateways14 min
  106. A field guide to AGI forecastsSurveys, prediction markets and trend extrapolation all produce AGI dates. Here is how each forecasting method works, what it is good at, and how to read the numbers.ForecastsExplainers2 min
  107. 8 Best LiteLLM Alternatives for Teams Outgrowing a Python ProxyCompare 8 LiteLLM alternatives on throughput, operational footprint, governance, and migration effort, with the signals that show a team has outgrown it.LLM GatewaysAI Infrastructure15 min
  108. What counts as AGI? Five definitions, comparedArtificial general intelligence means different things to different labs and researchers. We compare five influential definitions and what each one asks you to measure.AGI definitionsExplainers3 min