Kwame Mensah
@kwame-buildsRegular
Indie builder. Ships small tools that run models where the data lives.
- Tool calling
- Local LLMs
- Developer tools
Accra, Ghana · English, Twi · Africa/Accra
Pinned
toolcall-harnessOct 9, 2026Outcome: A minimal harness for checking native tool calls against Ollama.Open sourceIndependently reproduced
- Establishes
- Another member re-ran it and matched the reported results.
- Doesn’t establish
- Does not establish results on other hardware.
- Disclosure
- Independent work
Runs
17 verified · 5 on BenchClub cloud
ModelWhereSpeed
Llama-3.1-8B-Instruct Q4_K_MNov 4, 2026Apple M2 Pro · 32 GB26.8 tok/s
Phi-3.5-mini-instruct Q4_K_MOct 29, 2026RTX 3090 · 24 GB263.8 tok/s- Llama-3.1-8B-Instruct Q4_K_MOct 23, 2026Apple M2 Pro · 32 GB26.0 tok/s
Qwen3.5-2B Q4_K_MOct 17, 2026RTX 3090 · 24 GB252.6 tok/s- Qwen3-14B Q4_K_MOct 12, 2026L40S · 48 GBCloud67.1 tok/s
- Qwen3-8B Q4_K_MOct 11, 2026Apple M2 Pro · 32 GB25.1 tok/s
gemma-3-4b-it Q4_K_MOct 8, 2026L40S · 48 GBCloud231.8 tok/s- Qwen3.5-35B-A3B Q4_K_MOct 7, 2026L40S · 48 GBCloud201.3 tok/s
PassedFailedNot supported
Articles
Native tool calls vs JSON-in-text: what broke in 300 runsOct 23, 2026ArticleSource linked
- Establishes
- The link points to this creator's published work.
- Doesn’t establish
- Does not establish the numbers in it.
- Disclosure
- Independent work
Open source
receipt-parser-localSep 15, 2026Outcome: Parses receipts offline with a 4B model; 94% field accuracy on its own set.Open sourceSource linked
- Establishes
- The link points to this creator's published work.
- Doesn’t establish
- Does not establish the numbers in it.
- Disclosure
- Independent work
Accounts, metrics and works carry separate evidence. Updated Nov 4, 2026. Public JSON