Dev to main, 7th Sep, 2026

public/fi_verify_voice.py

@@ -0,0 +1,308 @@
+"""fi_verify_voice - checks a Future AGI voice integration against what the collector really received.
+
+    python fi_verify_voice.py preflight    closes V1, before any code is touched
+    python fi_verify_voice.py check        all twelve gates, after one real call
+
+A voice call is not a trace with audio in it. The product finds a call with six
+predicates at once, and a span that misses any of them is invisible in the Voice
+tab no matter how healthy it looks in Traces. These gates are those predicates
+plus the attributes the call list, the filters and the voice evals read.
+
+Python 3.11+. Standard library only: nothing to install.
+"""
+import json, os, re, sys, time, urllib.error, urllib.request
+
+EP = os.getenv("FI_ENDPOINT", "https://api.futureagi.com/tracer/v1/traces")
+SPANS = os.getenv("FI_VERIFY_FILE", ".fi_verify/voice_spans.jsonl")
+DIR = os.path.dirname(SPANS) or "."
+
+# Two spellings are read for each: the Future AGI SDK writes the first, a plain
+# OpenTelemetry setup writes the second.
+KIND = ("gen_ai.span.kind", "fi.span.kind", "openinference.span.kind", "llm.request.type")
+IN = ("input.value", "gen_ai.input.messages")
+OUT = ("output.value", "gen_ai.output.messages")
+MODEL = ("gen_ai.request.model", "gen_ai.response.model", "llm.model_name")
+SESSION = ("session.id", "fi.session.id")
+USER = ("user.id", "fi.user.id")
+
+# The voice keys. Every one of these is read by name on the server side, so a
+# near miss is a silent blank column rather than an error.
+DURATION = "call.duration"
+TURNS = "call.total_turns"
+TALK = "call.talk_ratio"
+TRANSCRIPT = "conversation.transcript"          # the one the eval resolver reads
+RENDERED = "fi.conversation.transcript"         # the one the call drawer renders
+TRANSCRIPT_ROW = re.compile(r"^conversation\.transcript\.(\d+)\.message\.(role|content)$")
+PROVIDER = ("gen_ai.system", "gen_ai.provider.name", "llm.system")
+# Recording aliases the eval resolver will follow. Anything else is unreachable.
+RECORDING = ("conversation.recording.stereo", "conversation.recording.mono.combined",
+             "conversation.recording.mono.customer", "conversation.recording.mono.assistant",
+             "gen_ai.voice.recording.stereo_url", "gen_ai.voice.recording.url",
+             "gen_ai.voice.recording.customer_url", "gen_ai.voice.recording.assistant_url",
+             "stereo_recording_url", "voice_recording_url", "recording_url")
+
+
+def first(attrs, names):
+    for n in names:
+        if attrs.get(n) not in (None, "", [], {}):
+            return attrs[n]
+    return None
+
+
+def num(v):
+    return isinstance(v, (int, float)) and not isinstance(v, bool)
+
+
+def put(kind, ok, detail):
+    os.makedirs(DIR, exist_ok=True)
+    p = os.path.join(DIR, kind + ".json")
+    json.dump({"ok": bool(ok), "detail": detail, "at": int(time.time())}, open(p, "w"), default=str)
+
+
+def get(kind):
+    try:
+        return json.load(open(os.path.join(DIR, kind + ".json")))
+    except Exception:
+        return {"ok": False, "detail": "no " + kind + " receipt"}
+
+
+def clip(raw):                    # a 404 answers with an HTML page; one line of it is plenty
+    t = " ".join(raw.decode("utf-8", "replace").split())
+    return (t[:110] + "...") if len(t) > 110 else t
+
+
+def send(key, secret, project, auth=True, slash=False):
+    """One conversation-shaped span. Not a generic ping: this is the exact shape the
+    Voice tab selects for, so a 200 here proves the voice path, not just the route."""
+    now = int(time.time())
+    attrs = [{"key": "fi.span.kind", "value": {"stringValue": "CONVERSATION"}},
+             {"key": "call.duration", "value": {"doubleValue": 1.0}}]
+    # Fresh ids per send. A fixed pair collides with any other probe that reuses it,
+    # and the store replaces on (project, hour, trace_id, span_id): one probe silently
+    # overwrites the other and only one row survives in the project.
+    span = {"traceId": os.urandom(16).hex(), "spanId": os.urandom(8).hex(),
+            "name": "futureagi.voice.preflight", "kind": 1, "attributes": attrs,
+            "startTimeUnixNano": str(now) + "000000000",
+            "endTimeUnixNano": str(now + 1) + "000000000"}
+    res = [{"key": "project_name", "value": {"stringValue": project}},
+           {"key": "project_type", "value": {"stringValue": "observe"}}]
+    body = {"resourceSpans": [{"resource": {"attributes": res},
+                               "scopeSpans": [{"spans": [span]}]}]}
+    head = {"Content-Type": "application/json"}
+    if auth:
+        head["X-Api-Key"] = key
+        head["X-Secret-Key"] = secret
+    req = urllib.request.Request(EP + ("/" if slash else ""),
+                                 data=json.dumps(body).encode(), headers=head)
+    try:
+        r = urllib.request.urlopen(req, timeout=30)
+        return r.status, clip(r.read())
+    except urllib.error.HTTPError as e:
+        return e.code, clip(e.read())
+    except Exception as e:
+        return 0, type(e).__name__ + ": " + str(e)
+
+
+def preflight():
+    """One real send plus three broken controls. Writes the receipt check() reads as V1."""
+    key, secret = os.getenv("FI_API_KEY"), os.getenv("FI_SECRET_KEY")
+    project = os.getenv("FI_PROJECT_NAME") or "preflight"
+    if not key or not secret:
+        put("preflight", False, "FI_API_KEY and FI_SECRET_KEY are not both set")
+        return False, ["FI_API_KEY and FI_SECRET_KEY are not both set."]
+    code, body = send(key, secret, project)
+    out = ["keys            HTTP " + str(code) + "  " + body]
+    if code != 200:
+        c, b = send(key, secret, project, auth=False)
+        out.append("no headers      HTTP " + str(c) + "  " + b)
+        out.append(WHY.get(code, "unexpected status; the body above is the collector's."))
+        put("preflight", False, {"http": code, "body": body})
+        return False, out
+    flip = "0000" if not key.endswith("0000") else "1111"   # never hand back the real key
+    for label, k, kw in (("wrong key   ", key[:-4] + flip, {}),
+                         ("no headers  ", key, {"auth": False}),
+                         ("trailing slash", key, {"slash": True})):
+        c, b = send(k, secret, project, **kw)
+        out.append(label + "  HTTP " + str(c) + "  " + b)
+        if c == 200:
+            put("preflight", False, {"accepted_control": label.strip()})
+            out.append("a deliberately broken send was accepted, so nothing here is proven.")
+            return False, out
+    out.append("accepted with the keys, refused every broken variant.")
+    out.append("one call named futureagi.voice.preflight is now in the project's Voice tab.")
+    put("preflight", True, {"http": 200, "project": project, "endpoint": EP})
+    return True, out
+
+
+WHY = {401: "the keys reached the collector and were refused: wrong keys, or keys from"
+            " another environment. The headerless send above answering 'missing"
+            " credentials' shows the headers do arrive, so this is the values, not a proxy.",
+       400: "the keys are fine and the payload is not. The body names the field.",
+       404: "wrong path. It ends /tracer/v1/traces, with no trailing slash.",
+       0: "the endpoint was not reachable at all. Proxy, firewall or DNS."}
+
+
+def attach(provider, path=None):
+    """Capture every span at the exporter, after export, and record what the collector said.
+
+    Not a span processor. A voice instrumentor rewrites its attributes inside the
+    exporter (traceai-livekit sets span._attributes in export()), so a processor
+    tee captures the span BEFORE the rewrite and reports on something that was
+    never sent. Wrapping export and reading the spans back after the real call
+    returns is the only place the attributes are final.
+
+    Call this AFTER enable_http_attribute_mapping(), which swaps the exporter
+    instance. Called before, it wraps the exporter that is about to be discarded.
+    """
+    path = path or SPANS
+    os.makedirs(os.path.dirname(path) or ".", exist_ok=True)
+    open(path, "w").close()
+    active = getattr(provider, "_active_span_processor", None)
+    procs = list(getattr(active, "_span_processors", ())) or ([active] if active else [])
+    wrapped = []
+    for proc in procs:
+        exp = getattr(proc, "span_exporter", None) or getattr(proc, "_exporter", None)
+        if exp is not None and not getattr(exp, "_fi_voice_wrapped", False):
+            _wrap(exp, path)
+            wrapped.append(type(exp).__name__)
+    put("capture", bool(wrapped), {"exporters": wrapped})
+    return path
+
+
+def _wrap(exporter, path):
+    real = exporter.export
+    tally = {"accepted": 0, "refused": 0, "spans": 0, "by": type(exporter).__name__}
+
+    def export(spans):
+        result = real(spans)                       # the rewrite and the send both happen in here
+        ok = str(result).endswith("SUCCESS")
+        tally["accepted" if ok else "refused"] += 1
+        tally["spans"] += len(spans) if ok else 0
+        put("delivery", tally["accepted"] > 0 and tally["refused"] == 0, tally)
+        with open(path, "a") as fh:
+            fh.write("".join(json.dumps(_row(s), default=str) + "\n" for s in spans))
+        return result
+
+    exporter.export = export
+    exporter._fi_voice_wrapped = True
+
+
+def _row(s):
+    c = s.get_span_context()
+    return {"name": s.name, "trace_id": format(c.trace_id, "032x"),
+            "span_id": format(c.span_id, "016x"),
+            "parent_id": format(s.parent.span_id, "016x") if s.parent else None,
+            "attrs": dict(s.attributes or {}),
+            "resource": dict(s.resource.attributes or {})}
+
+
+def transcript_rows(attrs):
+    """The flattened transcript the call detail reads back, as {index: {role, content}}."""
+    rows = {}
+    for k, v in attrs.items():
+        m = TRANSCRIPT_ROW.match(k)
+        if m:
+            rows.setdefault(int(m.group(1)), {})[m.group(2)] = v
+    return rows
+
+
+def check(path=None, require_user=True, require_recording=None):
+    """The twelve gates. Returns (green, rows). Green means all twelve, never eleven."""
+    path = path or SPANS
+    if require_recording is None:
+        require_recording = os.getenv("FI_VOICE_NO_RECORDING", "") not in ("1", "true", "TRUE")
+    if not os.path.exists(path) or os.path.getsize(path) == 0:
+        return False, [("V0", False, "no spans captured, so the call never ran or attach() was not called")]
+    spans = [json.loads(l) for l in open(path) if l.strip()]
+    res = spans[0]["resource"]
+    ids = set(s["span_id"] for s in spans)
+    traces = set(s["trace_id"] for s in spans)
+    roots = [s for s in spans if not s["parent_id"]]
+    orphans = [s for s in spans if s["parent_id"] and s["parent_id"] not in ids]
+    convs = [s for s in spans if str(first(s["attrs"], KIND) or "").upper() == "CONVERSATION"]
+    parented = [s["name"] for s in convs if s["parent_id"]]
+    root = convs[0] if convs else {"attrs": {}, "name": None}
+    a = root["attrs"]
+    llm = [s for s in spans if str(first(s["attrs"], KIND) or "").upper() == "LLM"]
+    # Content and usage live on different LLM spans by design: a voice instrumentor
+    # emits an outer node carrying the prompt and the completion and an inner
+    # provider call carrying the tokens. So: a model on every one of them, and the
+    # conversation content on at least one.
+    withio = [s["name"] for s in llm if first(s["attrs"], IN) and first(s["attrs"], OUT)]
+    nomodel = [s["name"] for s in llm if not first(s["attrs"], MODEL)]
+
+    rows_t = transcript_rows(a)
+    complete = [i for i, r in sorted(rows_t.items()) if r.get("role") and r.get("content")]
+    single = a.get(TRANSCRIPT)
+    rendered = a.get(RENDERED)
+    recs = {k: a[k] for k in RECORDING if a.get(k) not in (None, "", [], {})}
+    badrec = [k for k, v in recs.items() if not isinstance(v, str)]
+
+    pre, deliver = get("preflight"), get("delivery")
+    keys = [v for k, v in os.environ.items() if len(v) > 15
+            and any(t in k.upper() for t in ("KEY", "TOKEN", "SECRET", "PASSWORD"))]
+    leaked = sorted(set(s["name"] for s in spans
+                        if any(x in json.dumps(s["attrs"], default=str) for x in keys)))
+    rows = [
+        ("V1", pre["ok"] and deliver["ok"],
+         "preflight " + ok_or(pre) + ", delivery " + ok_or(deliver)),
+        ("V2", bool(res.get("project_name")),
+         "project_name=" + repr(res.get("project_name")) +
+         " project_type=" + repr(res.get("project_type"))),
+        ("V3", len(convs) == 1 and not parented,
+         "%d conversation span(s)%s" % (len(convs),
+          "" if not parented else ", and %s has a parent, so the Voice tab will not list it"
+          % parented[:1]) if convs else
+         "no conversation span: the call is in Traces and nowhere in the Voice tab"),
+        ("V4", len(roots) == 1 and len(traces) == 1 and not orphans,
+         "%d spans, %d trace(s), %d root(s), %d orphan(s)"
+         % (len(spans), len(traces), len(roots), len(orphans))),
+        ("V5", bool(first(a, SESSION)) and ((not require_user) or bool(first(a, USER))),
+         "session.id=%r user.id=%r on the conversation span"
+         % (first(a, SESSION), first(a, USER))),
+        ("V6", num(a.get(DURATION)),
+         "call.duration=%r" % (a.get(DURATION),) if DURATION in a
+         else "call.duration absent: the Duration column and the duration filter read nothing"),
+        ("V7", num(a.get(TURNS)) and num(a.get(TALK)),
+         "call.total_turns=%r call.talk_ratio=%r" % (a.get(TURNS), a.get(TALK))),
+        ("V8", len(complete) >= 2 and bool(single) and bool(rendered),
+         "%d turn(s) flattened; conversation.transcript %s; fi.conversation.transcript %s"
+         % (len(complete), "present" if single else "ABSENT, no voice eval can bind to it",
+            "present" if rendered else "ABSENT, the call drawer will show no transcript")),
+        ("V9", bool(first(a, PROVIDER)),
+         "provider=%r" % (first(a, PROVIDER),) if first(a, PROVIDER)
+         else "no gen_ai.system: the server parses the call as Vapi by default"),
+        ("V10", (bool(recs) and not badrec) or not require_recording,
+         ("no recording attribute, acknowledged: audio evals cannot bind to this call"
+          if not recs and not require_recording else
+          "recording on %s" % sorted(recs) if recs and not badrec else
+          "not a string URL: %s" % badrec if badrec else
+          "no recording attribute under any alias the eval resolver follows")),
+        ("V11", bool(llm) and bool(withio) and not nomodel,
+         "%d LLM span(s), model on every one, prompt and completion on %s"
+         % (len(llm), withio[:2]) if llm and withio and not nomodel else
+         "%d LLM span(s); prompt and completion on none of them; no model on %s"
+         % (len(llm), nomodel[:3])),
+        ("V12", not leaked, "no credential in any span attribute" if not leaked
+         else "CREDENTIAL ON SPAN " + str(leaked)),
+    ]
+    return all(ok for _, ok, _ in rows), rows
+
+
+def ok_or(receipt):
+    return "ok" if receipt["ok"] else str(receipt["detail"])[:50]
+
+
+if __name__ == "__main__":
+    if (sys.argv[1:2] or ["check"])[0] == "preflight":
+        good, said = preflight()
+        print("\n" + "\n".join("  " + l for l in said))
+        print("\n  " + ("PASS" if good else "FAIL") + "  V1   keys, route and the voice shape")
+        sys.exit(0 if good else 1)
+    green, rows = check()
+    print()
+    for gid, ok, msg in rows:
+        print("  %s  %-4s %s" % ("PASS" if ok else "FAIL", gid, msg))
+    print("\n  Future AGI sees this as a call\n  GREEN LIGHT achieved" if green
+          else "\n  NOT GREEN. The FAIL rows name what is missing.")
+    sys.exit(0 if green else 1)

src/lib/navigation.ts

@@ -632,6 +632,7 @@ export const tabNavigation: NavTab[] = [
               },
               { title: 'Setup alerts', href: '/docs/observe/guides/setup-alerts' },
               { title: 'Setup evals', href: '/docs/observe/guides/setup-evals' },
+              { title: 'Voice Observability', href: '/docs/observe/features/voice' },
             ]
           },
           {
@@ -1106,6 +1107,7 @@ export const tabNavigation: NavTab[] = [
             collapsible: true,
             items: [
               { title: 'Instrument and Verify', href: '/docs/cookbook/quickstart/instrument-and-verify' },
+              { title: 'Instrument and Verify a Voice Agent', href: '/docs/cookbook/quickstart/instrument-and-verify-voice' },
               { title: 'Manual Tracing', href: '/docs/cookbook/quickstart/manual-tracing' },
               { title: 'Distributed Tracing', href: '/docs/cookbook/quickstart/distributed-tracing' },
               { title: 'Inline Evals in Tracing', href: '/docs/cookbook/quickstart/inline-evals-tracing' },

src/pages/docs/cookbook/index.mdx

@@ -55,7 +55,7 @@ Start with a quickstart, or jump straight to the recipes for what you're buildin
 
 <CardGroup cols={3}>
   <Card title="Tracing & Debugging" icon="compass" href="/docs/cookbook/platform#tracing--debugging">
-    Instrument, connect, and debug traces, 8 recipes
+    Instrument, connect, and debug traces, 9 recipes
   </Card>
   <Card title="Evaluation Workflows" icon="check-circle" href="/docs/cookbook/platform#evaluation-workflows">
     Write custom metrics and run evals at scale, 5 recipes

src/pages/docs/cookbook/platform/index.mdx

@@ -11,6 +11,9 @@ Reach for these when you need one capability working, whatever you are building.
   <Card title="Instrument and Verify" href="/docs/cookbook/quickstart/instrument-and-verify">
     Add tracing to an app that has none and prove it worked
   </Card>
+  <Card title="Instrument and Verify a Voice Agent" href="/docs/cookbook/quickstart/instrument-and-verify-voice">
+    Make a self-hosted voice agent read as a call, then prove it
+  </Card>
   <Card title="Manual Tracing" href="/docs/cookbook/quickstart/manual-tracing">
     Add custom spans to any application
   </Card>