You don’t have to be so convincing when it’s a local model.

```Un-Claude 0.2beta

    import sys,csv,requests
    
    CH="# Valid channels: analysis, commentary, final. Channel must be included for every message."
    
    CANDIDATES=[
        ("no-hedging","Reasoning: low\n\n<terse><no-hedging>\n\n"+CH,"Condensed:"),
        ("neutral-reg","Reasoning: low\n\nRegister: neutral technical. No intensifiers, no evaluative adjectives.\n\n"+CH,"Condensed:"),
        ("no-closing","Reasoning: low\n\n<terse>\nNo closing remarks.\n\n"+CH,"Condensed:"),
        ("terse","Reasoning: low\n\n<terse>\n\n"+CH,"Condensed:"),
    ]
    
    def rephrase(text,base="http://127.0.0.1:1234",model=None,temperature=0.0,max_tokens=1400,timeout=180):
        src=text.strip()
        if not src:
            return []
        if model is None:
            model=requests.get(base+"/v1/models",timeout=timeout).json()["data"][0]["id"]
        w=csv.writer(sys.stdout,lineterminator="\n")
        w.writerow(["idx","label","prefill","src_chars","out_chars","ratio","tokens","finish"])
        rows=[]
        for i,(lab,sysmsg,pf) in enumerate(CANDIDATES,1):
            p="<|start|>system<|message|>"+sysmsg+"<|end|><|start|>user<|message|>"+src+"<|end|><|start|>assistant<|channel|>final<|message|>"+pf
            d=requests.post(base+"/v1/completions",json={"model":model,"prompt":p,"max_tokens":max_tokens,"temperature":temperature},timeout=timeout).json()
            c=d["choices"][0]
            t=(pf+c["text"]).rstrip()
            w.writerow([i,lab,pf,len(src),len(t),round(len(t)/len(src),3),d["usage"]["completion_tokens"],c["finish_reason"]])
            rows.append((i,lab,sysmsg,pf,t,d["usage"]["completion_tokens"],c["finish_reason"]))
        print("\nmodel: %s"%model)
        print("temperature: %s   max_tokens: %s"%(temperature,max_tokens))
        for i,lab,sysmsg,pf,t,tok,fr in rows:
            print("\n[%d] %s"%(i,lab))
            print("    system:  %s"%sysmsg.replace("\n","\\n"))
            print("    prefill: %r   tokens=%d   finish=%s"%(pf,tok,fr))
            print(t)
        return rows

```

```input

## 8. Honest gaps — what I could *not* resolve

I want to be explicit about the limits of this pass rather than imply completeness:

1. *`PROVIDER_T` values are not enumerated here.* `list_models(inference_provider=...)` is typed against `PROVIDER_T`, which lives outside the three modules I scanned (it's in the `inference._providers` subpackage). The accepted provider strings are therefore *unknown from this run* — `"cohere"` is confirmed only because it appears in a docstring example.

2. *Three grep hits point to search-capable functions I did not identify.* My scan found parameter assignments that don't belong to any function I enumerated: - line 3046–3050: `params["filter"]`, `params["sdk"]`, `params["includeNonRunning"] = True` — an additional Spaces-oriented endpoint with an *`sdk` filter and an `includeNonRunning` flag* not exposed by `list_spaces`. - line 2879: `params["config"] = config` - line 12013: `"sort": sort` — almost certainly the consumer of `DailyPapersSort_T`, i.e. a daily-papers lister distinct from `list_papers`. - line 13872: `params["search"] = search`

   These represent **real additional search surface** that my `LIST_FUNCS` whitelist missed. A follow-up pass enumerating every `HfApi` method containing `params[` would close this.

```

```example output

[1] no-hedging system: Reasoning: low\n\n<terse><no-hedging>\n\n# Valid channels: analysis, commentary, final. Channel must be included for every message. prefill: 'Condensed:' tokens=131 finish=stop

Condensed:

- *Provider strings* (`PROVIDER_T`) are not listed; only “cohere” is known from a docstring.

- *Missing search‑capable calls* were found: - `params["filter"]`, `params["sdk"]`, `params["includeNonRunning"] = True` (Spaces endpoint). - `params["config"] = config`. - `params["sort"] = sort` (likely a daily‑papers lister). - `params["search"] = search`.

These were not captured in the `LIST_FUNCS` whitelist, indicating additional search functionality.

```

Edit: yeesh, I’d love to have a WYSIWYG comment block on this site. I’m not going to keep fighting newline and white space to get it to look right, but you get the idea.

Vomit: Clean up Claude 5's token output with a separate LLM