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.
Verification-Gated Agent Repair
FORGE and UndoBench focus on verification-gated repair and recovery in agents, separating task competence from recovery capability.
Agent-Native Video Editor
HyperFrames Studio bills itself as the first video editor built for agents, signaling creative tools redesigned with agents as first-class users.
AI Long-Form Narrative Collapse
ChatGPT-written novels collapse around chapter 30, exposing long-context consistency issues and spurring engineering workarounds.
Model Distillation Controversy
Anthropic's report naming seven Chinese AI firms for distilling its models makes distillation compliance and ethics a hot industry topic.
Code LLM Context Injection Attack
Comment-injection attacks and adaptive revision attacks on AI PR reviewers expose new attack surfaces in code LLM workflows.
NascentIndustryAI Agent Production Readiness Gap
57% of businesses pilot AI agents but only 8% have production-ready data, making the demo-to-production gap the core enterprise AI bottleneck.
NascentDevToolsLLM Token Compression Proxy
rtk is a single Rust binary CLI proxy cutting LLM token consumption 60-90% on common dev commands, making token cost optimization a standalone tool category.
NascentInfraLocal LLM One-Click Inference
Strata runs Qwen3.8-Flash-Next on any consumer hardware with one-click install and exposes OpenAI/Anthropic APIs locally, further lowering the barrier to local inference.
NascentDXAgent Cache Pollution
A discussion on whether AI tool cache hits mean losing project uniqueness reflects developer concerns about code homogenization under AI assistance.
NascentAIAgentAgentic Retrieval
Research moving beyond semantic similarity to agentic retrieval for complex tasks, evaluating its performance and cost trade-offs.
NascentAIAgentAgent Telemetry Skill Evolution
TeleTune evolves agent skills from offline telemetry, letting agent capabilities self-iterate with usage data.
NascentAIModelBrowser-Native LLM
Using the browser's built-in LLM to suggest webpage optimizations points to on-device/browser-native inference as a deployment-free AI capability.
NascentAIAgentAgent Forking
Forking a live AI agent three ways with each copy running its own web server shows agent snapshotting/forking emerging as a debugging and parallelization technique.
NascentAIAgentAgent Self-Organization
Agents that DM each other and dynamically self-organize represent a shift from static orchestration toward emergent multi-agent collaboration.
NascentInfraAgent Zero Trust Architecture
Agentic-ZTA uses a multi-agent architecture for autonomous zero-trust enforcement, bringing security paradigms into agent system design.
NascentTechConceptTopology-Conditioned Backdoor
Language models that insert vulnerabilities only when they infer they're in a multi-agent system reveal a security risk unique to multi-agent deployments.
NascentInfraAgent Execution Fabric
Nexus proposes an execution fabric for AI agents spanning cloud, edge, and devices, forming the concept of distributed agent runtime infrastructure.
NascentProductivityAI Content Review Loop
ShareOne publishes AI-generated content as links where reviewers comment on selected text that flows back into AI context, closing an AI content publish-and-review loop.
Nascent★★★☆☆AIAgentClaude Code Memory Management
Tools for managing Claude Code memory and context emerge (SCMD, Precedent Loop), reflecting cross-session agent memory as a core pain point.
llms.txt
The llms.txt standard for LLM-readable site indexes sparked Chinese community testing—only 30 of 1000 sites deployed it, revealing AI-readability adoption gaps.
AEO (Answer Engine Optimization)
Answer Engine Optimization (AEO) emerges as SEO's successor paradigm, with dedicated execution-layer tools signaling a marketing stack shift.
AI Skills
'Skills' becomes a hot term in 2026 dev circles, referring to skill packs for AI coding assistants that move AI from ad-hoc coding to workflow-driven work.
AI Coding Agent Context Overload
Discussions like 'the more context you give your AI coding agent, the worse it gets' reveal cognitive load and comprehension gaps in AI-assisted programming.
CoreSpeed
'One MCP for everything your agents need'—a unified MCP platform integrating apps, memory and tools.
DocsAlot MCP Connector
An MCP connector maintaining help centers by chatting with Claude, Cursor or Codex, showing MCP's application in content ops.
Smooth Recorder
A Mac screen recorder whose output looks edited the moment you hit stop, simplifying post-recording workflow.
Pass Designer
A tool for designing Apple Wallet passes with real-time preview of the actual card, serving Apple ecosystem design workflows.
Octri.dev
A platform generating docs, SDKs, MCP servers and monitoring, reflecting the agentification of API toolchains.
Blume 2.0
An open-source docs framework for both humans and agents, representing a dual-reader turn in documentation infrastructure.
Caveman
A tool making AI coding agents talk less to save tokens, reflecting practical agent cost-optimization needs.
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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