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.
MiroFish
A simple, universal swarm intelligence engine billed as 'predicting anything', representing an open-source direction combining swarm intelligence with prediction.
Neovim Bitcoin Donation
Neovim's ~$800k Bitcoin donation has sat untouched since 2023, sparking discussion on open-source funding governance.
Snapdrop
A no-setup, no-signup instant file transfer tool between devices, regaining attention on Show HN.
Skillsync
A YC W26 project making AI chat sessions portable across agents, solving context loss when switching between agents.
EmergentDevToolsLithe-IDEA
A lightweight open-source alternative to IntelliJ IDEA, targeting lightweight Java development scenarios.
EmergentOpenSourceRust Targeted Attacks
A warning about targeted attacks on prominent Rustaceans, sparking discussion on open-source supply-chain security.
EmergentTechConceptVale Programming Language Revival
The Vale(n) programming language is being revived under the 'Golden Spike' project, exploring new memory safety and concurrency models.
EmergentTechConceptSelf-Driving Codebases
The concept of 'self-driving codebases', exploring a paradigm where AI autonomously maintains and evolves codebases — a hot HN discussion.
EmergentTechConceptBend Language
A programming language that blocks AI mistakes via proofs, running on CPU and GPU — a new approach to constraining AI-generated code.
EmergentDevToolsJava 27
Java 27 GA'd with G1 as the default GC and post-quantum cryptography in TLS 1.3 — a significant language release.
EmergentTechConceptReward Hacking Monitoring
Monitoring and discovering reward hacking via internal representations during LLM evaluations — a new alignment evaluation method.
EmergentDevToolsXApp
An 'apps that work everywhere' cross-platform approach, sparking discussion on Linux app distribution on Lobsters.
EmergentAIAppJimuReport
A free open-source AI reporting tool that generates reports and dashboards from a one-line description; v2.5.3 focused on security hardening.
EmergentDXScrum Death by Coding Agents
The argument that coding agents are killing Scrum, reflecting discussion of AI's impact on software development processes.
EmergentOpenSourceHuman Atlas
An open-source 3D anatomy explorer with 2,234 selectable BodyParts3D meshes and system layers, showing open-source medical visualization potential.
EmergentTechConceptPPO Value Flattening
Rethinks critic learning in PPO to understand and mitigate value flattening — a new study on RL training details.
EmergentDevToolsDocx-to-Markdown
A layout-aware Word-to-Markdown converter targeting LLM corpora and documentation workflows.
EmergentAIAppGemini Enterprise
Nearly 90% of the Fortune 100 now use Gemini Enterprise, reflecting shifting dynamics in the enterprise AI assistant market.
EmergentDevToolsManyBot
A framework simplifying WhatsApp bot development by removing boilerplate.
EmergentDXTemp Squads
A methodology for organizing ephemeral and mixed teams with AI for hyper-performance, reflecting changing team structures in the AI era.
EmergentAIAgentcovo-agent
A general-purpose terminal agent built on the covonaut framework reached v1.0, representing maturation of the terminal agent toolchain.
EmergentAIModelMiMo Live Post-Training
Xiaomi publicly livestreamed a real-time data panel of MiMo 2.6's RL post-training — a rare practice of training transparency.
EmergentInfraRISC-V Model Inference
deepin 25 RVA23 adapted to the SpacemiT K3 chip to run large models on small boards, reflecting RISC-V AI inference progress.
EmergentInfraAscend 960 SuperPod
Huawei released the world's first superpod using NPO technology, representing a major advance in domestic AI compute infrastructure.
EmergentTechConceptBreakdown in Human-Machine Communication
Research on how AI companion chatbot users experience and repair misgendering, reflecting identity issues in human-machine interaction.
EmergentTechConceptStructure Pricing in RAG
Proposes structure pricing in RAG to judge when graph-structure retrieval is worth its cost.
EmergentDevToolsBuildAdmin
Version 2.3.9 added visual CRUD starting from AI-designed data tables, reflecting the trend of admin frameworks integrating AI.
EmergentTechConceptAI Agent Review Layer
Discussion of new layers AI agents introduce to the dev stack (e.g. around git), hinting at toolchain structural changes in the agent era.
EmergentTechConceptHuawei Agent OS
Huawei's 'Intelligent World 2035' report lists Agent OS among ten key questions, reflecting conceptualization of an agent operating system.
EmergentAIAppOpenDocBot
An open-source project bringing your own model into Word, Excel and PowerPoint, exploring BYOM in office scenarios.
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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