New capability

SkillStreaming

Dynamic expertise retrieval across 1,000+ skills. Same knowledge coverage. 63% fewer tokens. Cross-domain intelligence that single skills cannot match.

Skills are powerful. But loading them is expensive.

Without SkillStreaming

  1. 1Search for the right skill
  2. 2Load the full skill (12k tokens)
  3. 3Realize you need another skill
  4. 4Search again, load again (24k tokens)
  5. 5Still missing cross-domain knowledge
  6. 63 skills loaded = 36k tokens, manual effort
~36,000 tokens, 3 manual loads

With SkillStreaming

  1. 1Describe what you need
  2. 2Receive relevant chunks from 3-5 skills
  3. 3Cross-domain coverage automatically
  4. 4Next question: fresh, relevant chunks
  5. 5No skill management needed
  6. 6Context stays lean throughout session
~3,800 tokens/turn, zero management

How SkillStreaming works

1

You describe your task

"I need a pricing page for my B2B SaaS with 3 tiers and conversion optimization"

2

Semantic search across 13,000+ chunks

Your query is embedded and matched against knowledge chunks from all 1,000+ skills using pgvector cosine similarity.

3

Re-rank and assemble

Chunks are ranked by relevance and SupaScore quality, diversified across skills, and assembled within a 4,000 token budget.

4

Cross-domain expertise delivered

You receive focused knowledge from 3-5 different skills: pricing strategy, conversion optimization, copywriting, and SaaS packaging. All in one response.

Head-to-head: Full Skill vs SkillStreaming

10 benchmark queries across Engineering, Legal, Business, and Technology. Same prompts as our existing benchmark. Concept coverage measured by ground truth.

DimensionFull SkillSkillStreamingWinner
Concept Coverage84%84%TIE
Methodology Depth73%60%FULL
Cross-Domain Bonus0%68%STREAM
Token Efficiency10,207 tok3,806 tokSTREAM
Skills per Query13STREAM

Tested across 5 real project simulations

SaaS website build, B2B marketing campaign, indie game development, legal compliance setup, and data platform architecture. 38 turns total.

97%

Session Pass Rate

37/38 turns across 5 project types

90%

Token Savings

145k vs ~1.46M estimated full-load

101

Unique Skills Accessed

Across 38 turns, 6 domains

428ms

Avg Latency

Including embedding generation

Two modes. One catalog.

SkillStreaming and Full Skill Load work side by side. Use the right mode for the right task.

Dynamic
~3,800 tokens3-5 per query

Best for: Exploring, cross-domain questions, multi-topic projects

>"Build a SaaS pricing page with conversion optimization"
>"GDPR-compliant user tracking for a health app"
>"Marketing strategy for an open source developer tool launch"

Stream expertise. Don't hoard it.

SkillStreaming is available to all users via the MCP protocol and REST API. No extra cost. No configuration. Just describe what you need.