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amareshhebbar/Vec16
Open-source AI ToolStatus: Published — critical fields verified, some fields unverified
amareshhebbar/Vec16: Small LLMs (135M to 1.7B) turned into embedding models that store each document in 16 bytes. Bidirectional attention, distilled from Qwen3 Embedding 8B and ColBERT, Matryoshka and binary aware training. Runs on Colab T4 and RunPod, ships to Sentence Transformers, vLLM, ONNX and the browser.
- Small LLMs (135M to 1.7B) turned into embedding models that store each document in 16 bytes. Bidirectional attention, distilled from Qwen3 Embedding 8B and ColBERT, Matryoshka and binary aware training. Runs on Colab T4 and RunPod, ships to Sentence Transformers, vLLM, ONNX and the browser.
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Risk
No known risk within the verified fields.
12
All fields
7
Verified
0
Verified empty
5
Unverified
Open-source AI Tool details
Repository
| Repository | https://github.com/amareshhebbar/Vec16 |
| Ecosystem | github |
| Package | amareshhebbar/Vec16 |
| Publisher | amareshhebbar |
| License | MIT |
| Latest release | UNKNOWN |
| Status | ACTIVE |
| Homepage | https://huggingface.co/AmareshHebbar |
| Documentation | UNKNOWN |
Runtime
| Platforms | UNKNOWN |
| Runtime requirements | UNKNOWN |
| Installation | UNKNOWN |
Critical Evidence
| Field | Status | Last checked / observed / Freshness | Confidence | Evidence |
|---|---|---|---|---|
| Pricing | UNKNOWN | Not obtained | Not obtained | 0 |
| Availability | UNKNOWN | Not obtained | Not obtained | 0 |
| Language | UNKNOWN | Not obtained | Not obtained | 0 |
| Integration | UNKNOWN | Not obtained | Not obtained | 0 |
| Deployment | UNKNOWN | Not obtained | Not obtained | 0 |
| Commercial use | Verified | 2026-11-12 | Not obtained | 1 |
Functional Evidence
| Field | Status | Last checked / observed / Freshness | Confidence | Evidence |
|---|---|---|---|---|
| Capability | UNKNOWN | Not obtained | Not obtained | 0 |
| Automation behavior | UNKNOWN | Not obtained | Not obtained | 0 |
| Input | UNKNOWN | Not obtained | Not obtained | 0 |
| Output | UNKNOWN | Not obtained | Not obtained | 0 |
Change history
- 2026-11-12 Published (some fields unverified)
Registered metadata
| archived | ACTIVE |
| canonical_repository | https://github.com/amareshhebbar/Vec16 |
| documentation_url | UNKNOWN |
| entity_kind | OPEN_SOURCE_AI_TOOL |
| homepage_url | https://huggingface.co/AmareshHebbar |
| installation | None |
| latest_release | UNKNOWN |
| license | MIT |
| package_ecosystem | github |
| package_identifier | amareshhebbar/Vec16 |
| platforms | None |
| publisher | amareshhebbar |
| runtime_requirements | None |
Field verification (12 fields)
| Field | Status | Confidence | Value | Last checked / observed | Evidence |
|---|---|---|---|---|---|
| archived | ✓ Verified | Not obtained | ACTIVE | 2026-11-12 | |
| canonical_repository | ✓ Verified | Not obtained | https://github.com/amareshhebbar/Vec16 | 2026-11-12 | |
| documentation_url | ? Unverified | Not obtained | UNKNOWN | 2026-11-12 | No evidence |
| homepage_url | ✓ Verified | Not obtained | https://huggingface.co/AmareshHebbar | 2026-11-12 | |
| installation | ? Unverified | Not obtained | None | 2026-11-12 | No evidence |
| latest_release | ? Unverified | Not obtained | UNKNOWN | 2026-11-12 | No evidence |
| license | ✓ Verified | Not obtained | MIT | 2026-11-12 | |
| package_ecosystem | ✓ Verified | Not obtained | github | 2026-11-12 | |
| package_identifier | ✓ Verified | Not obtained | amareshhebbar/Vec16 | 2026-11-12 | |
| platforms | ? Unverified | Not obtained | None | 2026-11-12 | No evidence |
| publisher | ✓ Verified | Not obtained | amareshhebbar | 2026-11-12 | |
| runtime_requirements | ? Unverified | Not obtained | None | 2026-11-12 | No evidence |