Stop Guessing What to Build.
Every morning, AI scans 28 platforms, cross-validates signals, and ranks emerging tech trends by builder relevance. Free tiershows you what's trending. Pro gives you the full business case — TAM, MVP blueprint, pricing strategy, and risk assessment — so you know exactly what to build and how.
Agentic Workflow Specification & Maintenance
An empirical study of GitHub agentic workflows begins systematically addressing specification and long-term maintenance of agent workflows.
EmergentAIAgentFan-Out Agent Concurrency Pattern
The fan-out concurrency pattern is proposed as the balance point between multi-agent throughput and chaos — an emerging agent engineering pattern.
EmergentAIModelUncheatable LLM Evaluation
Dynamic compression-based evaluation is proposed to counter data contamination, responding to persistent doubts about benchmark credibility.
Emergent★★★☆☆TechConceptHarness Engineering
"Model times harness" is emerging as the core paradigm for agent capability, with papers and products like Qwen Intelligence and Unreal Agent centering on harness design.
Vibe Coding Fatigue
Developer communities show growing fatigue with AI-driven tinkering loss and anti-slop sentiment, with movements like No Sloptober reflecting cultural backlash.
GPT-6 Sol and Luna
OpenAI released GPT-6 Sol and Luna, halving prices while deliberately capping capability below Astra, sparking wide first-impression discussions.
Agentic Engineering
A methodology shift from vibe coding to agentic engineering is emerging, with AI writing code faster than humans can review it as the core tension.
Recursive Self-Improvement (RSI) of LLMs
Alibaba's Yunqi conference reported RSI moving from paper concept to engineering practice with 33 self-iteration rounds, echoed by a concurrent ArXiv paper.
Gemini 3.8 Text-to-Speech
Google released the Gemini 3.8 text-to-speech model, drawing high-engagement discussion on Hacker News about its voice quality.
Solid
A product giving agents their own computers, accounts, and budgets, pointing toward agents with independent identity.
AgentScore
An open-source tool that gives your agent a daily score to quantify whether it is improving.
Code Knowledge Graph for Coding Agents
codegraph pre-indexes a code knowledge graph for Claude Code, Codex, Cursor and others, cutting tokens and tool calls while running 100% locally.
Surveillance Pricing Ban
Seattle's City Council voted to ban surveillance pricing in grocery sales, reflecting a regulatory turn against algorithmic pricing.
MCP v2 (2026-07-28) Server Architecture
Mastra's @mastra/mcp 2.0 rebuilds on the MCP 2026-07-28 revision, dropping the initialize handshake and sessions — a major breaking protocol upgrade.
Meta VR Glasses
Meta VR Glasses hit the Hacker News front page, reflecting continued attention on consumer spatial computing hardware.
EmergentTechConceptDatabase Access for LLM Agents
Explores the right way to connect agents to databases, warning that direct scripts or raw MCP DDL exposure break down in real scenarios.
EmergentAIAgentUnreal Agent
Unreal Labs open-sourced Unreal Agent, an agent harness focused on state-of-the-art cost efficiency in production workloads.
EmergentAIAgentKarada.ai
A CI/CD tool that turns APIs into MCP servers with one-click plugins, representing the API-to-MCP automation trend.
EmergentConsumerGooglebooks
Google launched Googlebooks, Android-running AI laptops starting at $899, abandoning the cheap Chromebook path.
EmergentIndustryOpen Source Weights Overtake
A briefing to US Congress argues Chinese open-weight models have comprehensively overtaken, making open-model geopolitics a policy issue.
EmergentAIModelQwen Intelligence
Alibaba unveiled Qwen Intelligence, a full-stack AI phone solution whose planning agent reaches 90% success via a model-times-harness approach.
EmergentTechConceptAgentic Search Tools
A discussion argues search is shifting from link lists to directly consumable structured information in the agent era, redefining search tools.
EmergentInfraWorker Previews
Cloudflare now provides isolated preview environments for every change an agent makes, folding agent output into CI/CD.
EmergentDevToolsAI Observability
GoodData.AI launched AI observability to track, trace, and trust enterprise AI, as enterprise AI governance tooling heats up.
EmergentInfraAndroid 17 Certificate Transparency
Android 17 enables certificate transparency and breaks custom CAs, with significant impact on enterprise and self-hosted setups.
Emergent★★★☆☆AIModelClaude Opus 5.5
Anthropic releases Claude Opus 5.5 with nearly 1200 upvotes on HN, defaulting to medium thinking level and sparking performance/price analysis.
MiMo-V2.6
Xiaomi open-sources the MiMo-V2.6 omnimodal model family (Pro and Flash) with large-scale RL expansion.
Drop Rootless Linux Sandbox
A rootless Linux sandbox with gVisor support, providing secure isolation for agents and untrusted code.
JevBench
A reproducible benchmark for typed decision models, providing evaluation standards for the new Jev-like paradigm.
Clueso MCP
An MCP tool for creating and editing videos via chat, showing MCP expanding into creative toolchains.
How Trends Are Ranked & Discovered
Every trend you see below is automatically scored and staged by our pipeline. Here's exactly how it works.
How We Score
Each term gets a 0–100 score from four weighted dimensions:
• Channel diversity (highest weight)
• Signal strength across independent platforms
• Community engagement velocity
• Cross-platform propagation
Maturity stages — based on age since first detection:
Report thresholds: Top tier deep research report · Mid range quick brief · Lower range monitoring only
How Terms Are Discovered
Every night, our LLM pipeline scans signals from 30+ platforms and extracts emerging terms using 5 rules:
- Cross-platform validation — a term must appear in ≥2 independent platforms, not a single isolated post.
- Representative filtering — new products are only kept if they represent a broader emerging pattern, not one-off launches.
- Discussion volume threshold— low-score single posts don't qualify; there must be genuine community interest.
- Generic term blacklist — known broad terms (AI, React, Python, API, LLM, GPT) are automatically ignored.
- Quality over quantity — only terms with genuine cross-source validation are accepted. No numeric cap.
Sources: HN, Reddit, GitHub, Product Hunt, X, DEV Community, V2EX, Lobsters, and more.
Two Engines, One Report
Every night, our dual-engine system scans the internet. Every morning, you get one decision — validated, priced, and ready to execute.
Discovery Engine
AI scans 30+ platforms — HN, Reddit, GitHub, Product Hunt, X, DEV, V2EX, and more — for emerging pain points, rising trends, and market gaps. Every term is cross-validated across independent sources before it reaches your dashboard.
- Cross-platform signal validation
- Pain point vs. hype detection
- Actionability scoring
Monitoring Engine
Follow up to 10 topics, people, or tech stacks. Every day, the AI tells you what's happening, and — most importantly — what you should do about it. Track competitors, spot shifts in developer sentiment, and catch opportunities before they hit the mainstream.
- Topic trend analysis
- Pricing & feature change signals
- Actionable alerts, not noise
What You Get with Pro
Free tier shows you what's trending. Pro gives you the full business case — TAM, MVP blueprint, pricing, risk assessment, and a concrete action plan. Built for builders who want to stop reading and start building.
Deep Analysis Reports
Full business cases for the top 25% of trends. Each report includes TAM estimation, competitive landscape, business model recommendations, MVP blueprint, risk assessment, and concrete next steps — 3,000+ words of actionable intelligence.
19 reports · Updated dailyCSV & JSON Export
Download the full trend database for your own analysis. Feed it into your spreadsheet, notebook, or custom tooling. All 280+ terms with scores, categories, stages, and growth metrics.
CSV + JSON · One clickCustom Trend Alerts
Set keyword and category alerts. Get notified when a trend matching your criteria crosses your score threshold. Never miss an opportunity in your domain again.
Up to 10 alerts$19/month after trial. Cancel anytime.
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