LOADING DATASHEET
GROUNDED IN REAL HUMAN CONVERSATIONSYOUR BENCH
Ornith 1.0 35B
◆ OPEN
by InferX
OPEN WEIGHTSLOCALAPIREASONING
RANKED #159 OF 316 ASSISTANTS · OVERALL #212 OF 493 RANKED · VIBE SCORE 6.8 · 647 VOICES ·
COPY BADGE pastes a README snippet with the rank SVG.
Large coding-reasoning model for agentic software tasks and RL search
HAPPY10.0
10 mentions
SAD5.0
1 mentions
VIBE TRAJECTORY
26 weeks · 647 voices in this window
AGING WELL
The crowd is warmer now than it was at the start.
RUN IT ON YOUR OWN MACHINE
Open weights: download Ornith 1.0 35B once and it's yours. No subscription, no rate limits, works offline.
35B MoE parameters (approx 3B active per token), a Q4 file is about 22 GB
- BARE MINIMUM
Nvidia GeForce RTX 4060 Ti 16GB (with system RAM offload)
16 GB VRAM + 32 GB RAM
~$450 USEDQ4_K_M offloaded across GPU and RAM, ~18 tok/s, 8k context
- SWEET SPOT
Nvidia GeForce RTX 3090 24GB
24 GB VRAM
~$700 USEDQ4_K_M fully in VRAM, ~55 tok/s, 32k context
- FULL POWER
Apple Mac Studio (M2 Ultra, 64 GB Unified Memory)
64 GB UNIFIED RAM
~$2800 USEDQ8 or FP16 unquantized, ~45 tok/s, 128k context
LEARN HOW TO SET IT UP
WILL MY BOX RUN ORNITH 1.0 35B?
The three cards above are researched picks. Search the machine you actually have — we only say yes if it should reply at a usable speed, not just load the weights and crawl.
HARDWARE PICKS & PRICES ARE RESEARCHED FROM THE LIVE WEB AND REFRESHED AUTOMATICALLY. TREAT THEM AS BALLPARK, NOT GOSPEL.
WHAT CAN YOU ACTUALLY DO WITH IT?
Everyday jobs on each of those rigs: how long Ornith 1.0 35B takes, and how good the crowd says it is at that kind of work.
| THE JOB | BARE MINIMUMNvidia GeForce RTX 4060 Ti 16GB (with system RAM offload) | SWEET SPOTNvidia GeForce RTX 3090 24GB | FULL POWERApple Mac Studio (M2 Ultra, 64 GB Unified Memory) |
|---|---|---|---|
| Write an emaila paragraph or two, drafted from a one-line brief | ~28 S★★★★★ | ~9 S★★★★★ | ~11 S★★★★★ |
| Summarize a documenta long report boiled down to the points that matter | ~83 S★★★★★ | ~27 S★★★★★ | ~33 S★★★★★ |
| Build a websitea small landing page, markup and styles together | ~7.4 MIN★★★★★ | ~2.4 MIN★★★★★ | ~3 MIN★★★★★ |
| Build a backendan API with routes, storage and tests | ~23 MIN★★★★★ | ~7.6 MIN★★★★★ | ~9.3 MIN★★★★★ |
| Build a gamea playable browser game in one file | ~14 MIN★★★★★ | ~4.5 MIN★★★★★ | ~5.6 MIN★★★★★ |
STARS ARE THE COMMUNITY SCORE FOR THAT KIND OF WORK, DOCKED FOR HOW SQUASHED THE WEIGHTS GET AT EACH TIER. TIMES ARE COMPUTED FROM RESEARCHED SPEEDS. BALLPARK, NOT GOSPEL.
WHAT THE INTERNET SAYS
People are mostly happy with Ornith 1.0 35B. Biggest praise: price.
77 POSTS · 570 COMMENTS · REDDIT · HACKER NEWS · GITHUB
PEOPLE LOVE
- People feel it is worth the money (4 mentions)
PEOPLE COMPLAIN ABOUT
- No complaints yet. The internet is still looking for one. Suspicious.
TOPIC BY TOPIC
- PricePEOPLE LOVE THIS
4 thumbs up · 0 thumbs down
LOOKING FOR AN ALTERNATIVE?
Checked picks first: tags say why you would switch, stars say how fully each one stands in for Ornith 1.0 35B.
Qwen3.8 27B
Gemini 3.7 Flash
Grok 4.6> SOURCES (12)
- REDDIT · 2026-07-19 · 143 UPVOTESOrnith Unsloth GGUFs out now!
Ornith Unsloth GGUFs out now!
- REDDIT · 2026-07-22 · 82 UPVOTESFlightSimulatorBench: Small MoE edition
FlightSimulatorBench: Small MoE edition
- REDDIT · 2026-07-02 · 36 UPVOTESOrnith-1.0-35B
Ornith-1.0-35B
- REDDIT · 2026-06-30 · 10 UPVOTESUncensored Heretic of the Model That Is Trending at 4th Place Right Now on Hugging Face, 9/100 Refusals With Only 0.0019 KLD, Available in…
Uncensored Heretic of the Model That Is Trending at 4th Place Right Now on Hugging Face, 9/100 Refusals With Only 0.0019 KLD, Available in Safetensors and GGUF Formats!
- REDDIT · 2026-08-20 · 10 UPVOTESComment in r/singularity
Comment in r/singularity
- REDDIT · 2026-08-04 · 4 UPVOTESNew pi coding king for my strix halo Ornith-1.0-35b-gguf-Q8_0
New pi coding king for my strix halo Ornith-1.0-35b-gguf-Q8_0
- REDDIT · 2026-08-19 · 3 UPVOTESComment in r/singularity
Comment in r/singularity
- REDDIT · 2026-08-19 · 3 UPVOTESComment in r/singularity
Comment in r/singularity
- REDDIT · 2026-08-20 · 2 UPVOTESComment in r/singularity
Comment in r/singularity
- REDDIT · 2026-08-20 · 2 UPVOTESComment in r/singularity
Comment in r/singularity
- REDDIT · 2026-08-02 · 0 UPVOTESOrnith 35B vs Qwen 3.6 35B vs Laguna S 2.1 122B
Ornith 35B vs Qwen 3.6 35B vs Laguna S 2.1 122B
- GITHUB · 2026-08-19 · 0 UPVOTESfix: strict summary envelope contract rejects valid summaries from local aux models
fix: strict summary envelope contract rejects valid summaries from local aux models