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.
Token Economics of Agent Skills
Drawing on the Luckin skill case and token-billing debates, the community is linking 'services decoupling from platforms' with token economics, arguing it blocks the old monopoly-entry playbook.
AI Email Assistant
AI assistants that handle your inbox (Slashy Assistant) alongside deliverability tools — email automation remains one of the densest AI app battlegrounds.
OpenAI Agents API on Codex Harness
OpenAI launched a cloud Agents API running on its Codex harness, marking its official opening of an agent runtime as a platform capability.
Capsule SQLite Single-File Web Apps
A dev pattern that ships an entire web app as a single file persisting data into SQLite; 275 pts on HN, signaling a local-first, distributable single-file app direction.
Kilo Code Mobile
Brings coding agents to iOS/Android so you can start sessions and review PRs anywhere — a new 'mobile agent control plane' form factor.
Nimble Web Search Agents
Self-learning web research/retrieval agents packaged as an API, showing search agents moving from research into commercial products.
Local LLM Rig Payback Analysis
A tool and debate around how long a local LLM rig takes to pay for itself, reflecting growing focus on the economics of local inference.
AI-Native API Client
Elva pitches an AI-native API client where 'your APIs have new consumers,' hinting Postman-style tooling is being reshaped by agent consumption.
AI Infra Quantified System Design
An open-sourced book that quantitatively derives LLM inference/training system design from hardware constraints and model architecture — a rare systematic AI infra textbook.
Residential Proxy IP Exposure Check
A tool to check whether your IP has been swept into a residential proxy network, addressing an overlooked proxy-abuse and network-identity risk.
LLM Visibility Optimization
A WordPress plugin making sites 'visible to AI' (LLMagnet) signals SEO evolving into a new discipline of LLM-oriented discoverability optimization.
Agent Internet Access CLI
Agent-Reach gives agents eyes on Twitter, Reddit, YouTube, GitHub, Bilibili and Xiaohongshu via one zero-API-fee CLI, a low-cost channel for agents to see the whole internet.
AI Coding Agent Valuation Surge
Coding-agent startup Factory tripled its valuation to $5B while data shows heavy AI adoption correlates with more hiring — the industry narrative is shifting from replacement to amplification.
Dutch AI Chip Challenger
Dutch AI chip startup Euclyd raised $231M in a Samsung co-led round, seen as a significant bet on an Nvidia alternative.
EmergentIndustryAI FinOps Spend Control
WitnessAI launched AI FinOps to control enterprise AI spend, while reports note AI adoption outpacing governance — AI cost and risk governance are becoming enterprise must-haves.
EmergentAIModelTabular Foundation Model
TabPFN-3.5 is a tabular foundation model for messy real-world tables, showing the foundation-model idea extending from text/images into structured tabular data.
EmergentTechConceptPrompt Injection as Unfixable Class
The argument that prompt injection is a security bug you cannot fix with a better prompt keeps circulating, pushing the community to treat it as a structural vulnerability class rather than a tuning problem.
EmergentInfraUbuntu coreutils Rust Migration
Ubuntu 26.10 swaps the last GNU coreutils for memory-safe Rust implementations — a landmark step in mainstream distros going Rust.
EmergentAIModelXiaohongshu Iris Search Agent
Xiaohongshu open-sourced 'Iris,' a 35B search agent claimed to match trillion-parameter models' search ability — a rare open-source move in search agents.
EmergentConsumerOpen-Source Humanoid Arm Hardware
OpenArm open-sources a reproducible $6,500 dual-arm humanoid manipulator, attacking physical AI's pain point of open software but unreproducible hardware.
Emergent★★★☆☆DevToolsHomebrew 7.0
Homebrew 7.0 gets its first GUI (BrewUI), stronger sandboxing and vulnerability checks, with Intel Mac support counting down.
Agent Skills Framework
The 'skills pack' concept for AI coding assistants is exploding, turning agents from ad-hoc code writers into process-driven executors — one of 2026's hottest programming terms.
Web Search Agent
Nimble's self-learning search agents and Xiaohongshu's open-source Iris (35B matching trillion-param search) both emerge, making search agents a competitive focus.
AI Browser Agent
Aside AI browser, browser-use, and Skyvern push browser automation agents into a hot competitive track.
Vibe Coding Critique
Debates like 'Vibe Coding Isn't the Problem, Calling It Engineering Is' are heating up as the community reflects on AI-assisted coding methodology.
AI Code Review Agent
Products like Qodo let coding agents self-review, while community experiments show 30 days of AI cross-review still missed bugs a human caught in 5 minutes.
AI Coding Agent Management Gateway
Tools like Casbin Gateway are emerging to unify config, usage, and permissions across dozens of AI coding agents, reflecting governance pain from multi-agent chaos.
AI Code Knowledge Graph
Tools like codegraph and Understand-Anything turn code into pre-indexed knowledge graphs, cutting token usage and tool calls for Claude Code, Cursor, and others.
AI API Relay Platform
AI API relay platforms are shutting down en masse, prompting developers to benchmark network scheduling, TTFT variance, and quota isolation.
On-Device Meeting Notetaker
Privacy-first meeting notetakers like Oats and Epilude emerge, making local privacy a differentiator in meeting AI.
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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