fix(agent): recover front-loaded answer past a citations-only terminal turn (#11)
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finalOutput now recovers the front-loaded answer when the terminal turn is a
sources/citations-only addendum ("Sources: [x](url), ..."), not just when it is
empty or a back-reference. It recovers the prior substantive answer and appends
the (real) citations below it. Guards: citation-DOMINANCE (a prose answer that
merely opens with "Source: ... http://..." is left as the answer), ^-anchored
heading, citations recovery decoupled from the terminal-length ratio (concise
answers recover too), preamble filter applied only in the borderline band
(long answers opening with "Sure,"/"Let me" are not vetoed), and a dedup that
ignores <url> angle-bracket wrappers. Healthy terminal answers unchanged; zero
extra model calls.

Fixes mort #1418. Gadfly-reviewed (6 reviewers) + adversarially pre-verified;
all findings graded, real ones addressed.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
This commit was merged in pull request #11.
This commit is contained in:
2026-07-10 16:47:32 +00:00
parent fe44a6da26
commit 6abb399f5b
2 changed files with 295 additions and 18 deletions
+116 -18
View File
@@ -14,21 +14,55 @@ import (
// their answer to the final, tool-free turn. But some models — notably several
// open-weight ones — "front-load" their full answer into an earlier turn that
// ALSO calls a tool (e.g. answer text alongside a citation call), then close
// with a trivial pointer such as "(Already answered above.)". Returning only
// the terminal text would discard the real answer, which is still present
// earlier in the transcript. When the terminal text is weak (empty, or a short
// back-reference) fall back to the last substantive assistant content in msgs.
// with a degenerate terminal turn that is not itself the answer. Two shapes are
// recovered from the transcript (zero extra model calls):
//
// - a trivial back-reference ("(Already answered above.)", "see above", …):
// the real answer sits earlier, so recover it and DISCARD the worthless
// closer.
// - a sources/citations-only addendum ("Sources: [x](…), [y](…)"): the model
// front-loaded the prose answer and closed with just its citations (the
// glm-5.2 "cite" pattern behind mort issue #1418). The citations are real,
// useful content — unlike a back-reference — so recover the prior answer and
// KEEP the citations, appended below it.
//
// A citations addendum is tested first and wins over the back-reference test (a
// short terminal can be both), so its links are never discarded. When the
// terminal text stands on its own it is returned unchanged; when it is
// degenerate but nothing better can be recovered, it is returned as-is (a bare
// sources list still beats nothing).
//
// msgs must already include the terminal assistant message as its last element
// (the loop appends it before calling this); terminal is that message's text.
func finalOutput(msgs []llm.Message, terminal string) string {
if !isWeakFinal(terminal) {
citations := isCitationsOnly(terminal)
if !citations && !isWeakFinal(terminal) {
return terminal
}
if rec, ok := lastSubstantiveAssistantText(msgs, terminal); ok {
return rec
rec, ok := lastSubstantiveAssistantText(msgs, terminal, citations)
if !ok {
return terminal
}
return terminal
if citations {
// Preserve the citations addendum below the recovered answer, unless the
// recovered turn already carries it (guards against a duplicate sources
// block when the front-loaded turn included its own citations). The
// containment test ignores <url> angle-bracket wrappers so a turn that
// listed the same sources unwrapped still suppresses the duplicate.
if tail := strings.TrimSpace(terminal); !strings.Contains(stripURLAngles(rec), stripURLAngles(tail)) {
return rec + "\n\n" + tail
}
}
return rec
}
// stripURLAngles removes the <…> wrappers Discord uses to suppress link embeds,
// so the citations dedup compares URLs regardless of that formatting delta.
func stripURLAngles(s string) string {
if !strings.ContainsAny(s, "<>") {
return s
}
return strings.NewReplacer("<", "", ">", "").Replace(s)
}
// backRefRe matches a terminal turn that merely points back to an earlier
@@ -40,19 +74,46 @@ var backRefRe = regexp.MustCompile(`(?i)(already answered|see above|as (i )?(sai
// check...") so a preamble is never mistaken for the answer during recovery.
var preambleRe = regexp.MustCompile(`(?i)^(let me|let'?s|i'?ll|i will|first[, ]|sure[,. ]|okay[,. ]|on it|checking)`)
// citationLabelRe matches a terminal turn that OPENS with a sources/citations
// heading — the shape a model produces when it front-loads its answer into an
// earlier tool-call turn and closes with only its sources. Leading markdown
// emphasis (*, _), list (-, +, *), block-quote (>), and ATX-heading (#) markers
// — with their whitespace, since \s is in the class — are tolerated before the
// label, as is closing emphasis (** / __) plus whitespace between the label and
// the colon/dash separator. Anchored at ^ so a normal answer that merely
// mentions "sources" mid-sentence, or ends with a "Sources:" section AFTER its
// prose, is never matched.
var citationLabelRe = regexp.MustCompile(`(?i)^[\s>#*_+-]*(sources?|references?|citations?|works cited|further reading)\b[\s*_]*[:\-—]`)
// linkRe matches a whole markdown link "[label](url)" or a bare URL. Used both
// to require that a citations terminal carries at least one link and to strip
// links out when measuring how citation-dominated the terminal is.
var linkRe = regexp.MustCompile(`\[[^\]]*\]\([^)]*\)|https?://\S+`)
// citationResidueCutset is trimmed from the ends of a citations terminal's
// non-link remainder before measuring it — list bullets, separators, and the
// short per-source annotations models add in parentheses.
const citationResidueCutset = " \t\r\n,;.:|·•*_()[]—-"
const (
// weakFinalMaxChars bounds how long a back-reference closer can be. A
// genuine final answer that merely contains "as I said" mid-sentence is
// longer than this, so it is never treated as weak.
weakFinalMaxChars = 120
// recoverMinChars: a prior assistant turn this long is treated as a real
// answer regardless of how it opens.
// answer regardless of how it opens (the preamble filter is not applied at
// this length — see isSubstantiveAnswer).
recoverMinChars = 200
// recoverFloorChars / recoverRatio gate the borderline band: a shorter
// prior turn must still clearly dwarf the (very short) terminal and not
// look like a preamble.
// prior turn must clear the floor and — unless the terminal is a citations
// addendum, which is not a rival answer — also clearly dwarf the (very
// short) terminal. See isSubstantiveAnswer.
recoverFloorChars = 80
recoverRatio = 3
// citationDominatedDivisor: a citations terminal's non-link remainder must
// be at most len/N of the whole, so a prose answer that merely opens with
// "Source:" and cites a URL mid-sentence is not mistaken for a bare list.
citationDominatedDivisor = 3
)
// isWeakFinal reports whether a terminal turn's text fails to stand on its own
@@ -65,10 +126,37 @@ func isWeakFinal(s string) bool {
return len(t) <= weakFinalMaxChars && backRefRe.MatchString(t)
}
// isCitationsOnly reports whether a terminal turn is essentially just a
// sources/citations addendum: it OPENS with a citations heading, carries at
// least one link, and — once the heading and links are removed — is dominated
// by that citation structure (only list punctuation and short per-source
// annotations remain). The dominance check is what separates a bare sources
// list (recover the front-loaded answer, keep the links) from a real prose
// answer that merely opens with "Source:" and references a URL mid-sentence
// (leave it as the answer). Unlike a back-reference closer the links are worth
// keeping, so finalOutput appends them to the recovered answer.
//
// A citations terminal whose sources are bare domains (no scheme, no markdown
// link) is intentionally out of scope — there is no reliable link signal, so it
// is left as-is rather than risk misclassifying prose.
func isCitationsOnly(s string) bool {
t := strings.TrimSpace(s)
if !citationLabelRe.MatchString(t) {
return false
}
body := citationLabelRe.ReplaceAllString(t, "")
if !linkRe.MatchString(body) {
return false
}
residue := strings.Trim(linkRe.ReplaceAllString(body, ""), citationResidueCutset)
return len(residue) <= len(t)/citationDominatedDivisor
}
// lastSubstantiveAssistantText scans msgs newest→oldest (skipping the terminal
// turn and empty tool-only turns) for the most recent assistant turn whose text
// reads like a real answer. Returns ("", false) when nothing qualifies.
func lastSubstantiveAssistantText(msgs []llm.Message, terminal string) (string, bool) {
// reads like a real answer. citations selects the recovery bar (see
// isSubstantiveAnswer). Returns ("", false) when nothing qualifies.
func lastSubstantiveAssistantText(msgs []llm.Message, terminal string, citations bool) (string, bool) {
tt := strings.TrimSpace(terminal)
for i := len(msgs) - 1; i >= 0; i-- {
m := msgs[i]
@@ -79,7 +167,7 @@ func lastSubstantiveAssistantText(msgs []llm.Message, terminal string) (string,
if txt == "" || txt == tt {
continue // the terminal turn itself, or an empty tool-only turn
}
if isSubstantiveAnswer(txt, tt) {
if isSubstantiveAnswer(txt, tt, citations) {
return txt, true
}
}
@@ -88,11 +176,21 @@ func lastSubstantiveAssistantText(msgs []llm.Message, terminal string) (string,
// isSubstantiveAnswer reports whether txt (a prior assistant turn) reads like a
// real answer rather than a preamble, relative to the terminal text.
func isSubstantiveAnswer(txt, terminal string) bool {
//
// A sufficiently long turn (>= recoverMinChars) is accepted unconditionally: a
// multi-hundred-char turn is an answer even when it opens conversationally
// ("Sure, here's…", "Let me explain: …"), so the preamble filter is NOT applied
// to it — applying it there would drop a legitimate long front-loaded answer.
// Only in the borderline band does a turn have to clear a floor, not read like a
// short planning preamble ("Let me look that up…"), and — unless the terminal is
// a citations addendum (not a rival answer, so its length is irrelevant) — also
// clearly dwarf the terminal.
func isSubstantiveAnswer(txt, terminal string, citations bool) bool {
if len(txt) >= recoverMinChars {
return true
}
return len(txt) >= recoverFloorChars &&
len(txt) >= recoverRatio*len(terminal) &&
!preambleRe.MatchString(txt)
if len(txt) < recoverFloorChars || preambleRe.MatchString(txt) {
return false
}
return citations || len(txt) >= recoverRatio*len(terminal)
}
+179
View File
@@ -36,6 +36,42 @@ func TestIsWeakFinal(t *testing.T) {
}
}
func TestIsCitationsOnly(t *testing.T) {
cases := []struct {
name string
in string
want bool
}{
{"sources-md-links", "Sources: [pcprice.watch](https://pcprice.watch/x), [ebay](https://ebay.com/1).", true},
{"lowercase-bare-url", "sources: see https://example.com/a", true},
{"bold-label-colon-inside", "**Sources:** [a](https://a), [b](https://b)", true},
{"bold-label-colon-outside", "**Sources**: [a](https://a), [b](https://b)", true}, // colon after the closing **
{"references-dash", "References — [a](https://a)", true},
{"citations-label", "Citations: https://x/y", true},
{"leading-list-marker", "- Sources: [a](https://a)", true},
{"atx-heading", "## Sources: [a](https://a), [b](https://b)", true}, // ATX heading marker + its trailing space
{"further-reading", "Further reading: https://example.com/deep-dive", true},
{"annotated-multi-source", "Sources: [pcprice.watch](https://a) (tracker), [eBay](https://b) (sold), [bestvaluegpu](https://c) (retail), [resaleprices](https://d) (asking).", true}, // the reported issue-1418 shape
{"backref-plus-links-is-citations", "References: as noted above, [pcprice.watch](https://pcprice.watch/x).", true}, // a back-ref phrase inside a real sources list is still citations
{"empty", "", false},
{"label-but-no-link", "Source: internal analysis, no URL here", false},
{"prose-then-sources", "It sells for ~$2,700. Sources: [a](https://a)", false}, // answer first → not a pure addendum
{"source-led-prose-answer", "Source: According to https://cdc.gov the flu vaccine is 40-60% effective, and the CDC recommends annual vaccination for everyone over six months old.", false}, // a prose answer that merely opens with a "Source:" label
{"mentions-sources-midsentence", "The sources of the leak were never confirmed.", false},
{"link-without-label", "Here is the link you asked for: [a](https://a)", false},
{"bare-domains-out-of-scope", "Sources: pcprice.watch (used ~$200), ebay.com (sold listings)", false}, // bare domains: no scheme or markdown link to key on
{"crisp-number", "42", false},
}
for _, c := range cases {
t.Run(c.name, func(t *testing.T) {
if got := isCitationsOnly(c.in); got != c.want {
t.Errorf("isCitationsOnly(%q) = %v, want %v", c.in, got, c.want)
}
})
}
}
func asst(text string, tools ...llm.ToolCall) llm.Message {
m := llm.Message{Role: llm.RoleAssistant}
if text != "" {
@@ -48,6 +84,25 @@ func asst(text string, tools ...llm.ToolCall) llm.Message {
func TestFinalOutput(t *testing.T) {
cite := []llm.ToolCall{{ID: "c1", Name: "cite", Arguments: json.RawMessage(`{}`)}}
longAnswer := strings.TrimSpace(strings.Repeat("Free group calls are capped at sixty minutes. ", 6)) // >200
// A sources/citations-only terminal — the glm-5.2 "cite" shape behind mort
// issue #1418: the prose answer was front-loaded into the tool-call turn and
// the terminal turn carried only the citations.
sources := "Sources: [pcprice.watch](https://pcprice.watch/x), [ebay](https://www.ebay.com/itm/1)."
answerWithSources := longAnswer + "\n\n" + sources
// A concise (>80, <200 byte) front-loaded answer + a long citations terminal:
// the ratio arm can't be met against the long terminal, so citations mode
// must fall back to the floor.
conciseAnswer := "It sells for about $2,700 used on eBay, typically $2,400 to $2,900 depending on condition and bundle."
longSources := "Sources: [pcprice.watch](https://pcprice.watch/gpu/rtx5090) (tracker), [ebay](https://www.ebay.com/sch/rtx5090) (sold), [newegg](https://newegg.com/rtx5090) (retail), [pcpartpicker](https://pcpartpicker.com/rtx5090) (history)."
// A substantive answer that merely OPENS with "Source:" (not a bare list).
sourceLedAnswer := "Source: https://nvd.nist.gov/vuln/detail/CVE-2024-1234 — this is the authoritative NVD entry for the vulnerability, rated CVSS 9.8 critical."
// A borderline-band (80200 byte) turn that opens like a planning preamble:
// it clears the floor, but the preamble filter still vetoes it (the filter
// applies only in the borderline band; a >=200-byte turn is accepted as-is).
preambleTurn := "Let me look that up across a few different sites and then compile the full comparison for you here."
// A >=200-byte real answer that merely OPENS with a conversational word
// ("Sure,"). The preamble filter must NOT veto it (gadfly regression guard).
longConversationalAnswer := "Sure, here's the rundown: it currently sells for about $2,700 used on eBay, typically $2,400 to $2,900 depending on condition and bundle, with the sealed Founders Edition commanding the top of that range while used AIB cards go a bit lower."
tests := []struct {
name string
@@ -110,6 +165,97 @@ func TestFinalOutput(t *testing.T) {
terminal: "(see above)",
want: "(see above)", // preamble excluded; falls back to terminal
},
{
name: "citations-only terminal recovers front-loaded answer and keeps sources",
msgs: []llm.Message{
llm.UserText("q?"),
asst(longAnswer, cite...),
llm.ToolResultsMessage(llm.ToolResult{ID: "c1", Name: "cite", Content: "ok"}),
asst(sources),
},
terminal: sources,
want: answerWithSources, // answer recovered, citations appended
},
{
name: "citations-only terminal but only a preamble prior: keeps the sources",
msgs: []llm.Message{
llm.UserText("q?"),
asst("Let me gather the sources.", cite...),
llm.ToolResultsMessage(llm.ToolResult{ID: "c1", Name: "cite", Content: "ok"}),
asst(sources),
},
terminal: sources,
want: sources, // nothing substantive to recover → keep the addendum
},
{
name: "citations already in the recovered answer are not duplicated",
msgs: []llm.Message{
llm.UserText("q?"),
asst(answerWithSources, cite...),
llm.ToolResultsMessage(llm.ToolResult{ID: "c1", Name: "cite", Content: "ok"}),
asst(sources),
},
terminal: sources,
want: answerWithSources, // recovered turn already carries the sources
},
{
// #1418 persisted for CONCISE answers: a <200-char front-loaded
// answer must still be recovered against a long citations terminal
// (the ratio arm is skipped in citations mode).
name: "concise front-loaded answer recovered against a long citations terminal",
msgs: []llm.Message{
llm.UserText("q?"),
asst(conciseAnswer, cite...),
llm.ToolResultsMessage(llm.ToolResult{ID: "c1", Name: "cite", Content: "ok"}),
asst(longSources),
},
terminal: longSources,
want: conciseAnswer + "\n\n" + longSources,
},
{
// A substantive answer that merely OPENS with "Source:" and cites a
// URL mid-sentence is NOT a citations addendum — return it verbatim,
// never prepend the prior planning turn.
name: "source-led substantive answer is not hijacked by a prior turn",
msgs: []llm.Message{
llm.UserText("what's the authoritative URL?"),
asst("I'll look up the CVE in the NVD database, cross-reference the vendor advisory, and confirm the canonical URL before I answer.", cite...),
llm.ToolResultsMessage(llm.ToolResult{ID: "c1", Name: "cite", Content: "ok"}),
asst(sourceLedAnswer),
},
terminal: sourceLedAnswer,
want: sourceLedAnswer,
},
{
// A borderline-length turn that opens like a preamble is vetoed
// during recovery; the older real answer is recovered instead. (A
// >=200-byte turn would be accepted verbatim — see the next case.)
name: "borderline preamble is skipped; older real answer recovered",
msgs: []llm.Message{
llm.UserText("q?"),
asst(conciseAnswer, cite...),
llm.ToolResultsMessage(llm.ToolResult{ID: "c1", Name: "cite", Content: "ok"}),
asst(preambleTurn, cite...),
llm.ToolResultsMessage(llm.ToolResult{ID: "c2", Name: "cite", Content: "ok"}),
asst(sources),
},
terminal: sources,
want: conciseAnswer + "\n\n" + sources,
},
{
// Guards the gadfly regression: a LONG (>=200-byte) front-loaded
// answer that merely opens with a conversational word ("Sure, …")
// must still be recovered — the preamble filter must not veto it.
name: "long answer opening with a conversational word is still recovered",
msgs: []llm.Message{
llm.UserText("q?"),
asst(longConversationalAnswer, cite...),
llm.ToolResultsMessage(llm.ToolResult{ID: "c1", Name: "cite", Content: "ok"}),
asst(sources),
},
terminal: sources,
want: longConversationalAnswer + "\n\n" + sources,
},
}
for _, tc := range tests {
t.Run(tc.name, func(t *testing.T) {
@@ -179,3 +325,36 @@ func TestRun_HealthyTerminalUnchanged(t *testing.T) {
t.Errorf("Output = %q, want terminal answer unchanged", res.Output)
}
}
// TestRun_RecoversFrontLoadedAnswerWithCitations reproduces mort issue #1418
// end-to-end: the model front-loads the prose answer into the tool-call turn
// and closes with a sources-only terminal turn. The delivered output must be
// the recovered answer with the citations appended (not the bare sources list),
// with no extra model call.
func TestRun_RecoversFrontLoadedAnswerWithCitations(t *testing.T) {
longAnswer := strings.TrimSpace(strings.Repeat("Free group calls are capped at sixty minutes. ", 6))
sources := "Sources: [docs](https://example.com/docs), [pricing](https://example.com/pricing)."
fp := fake.New("fp")
fp.Enqueue("test-model",
fake.ReplyWith(llm.Response{
Parts: []llm.Part{llm.Text(longAnswer)},
ToolCalls: []llm.ToolCall{{ID: "c1", Name: "cite", Arguments: json.RawMessage(`{}`)}},
FinishReason: llm.FinishToolCalls,
Usage: llm.Usage{InputTokens: 10, OutputTokens: 5},
}),
fake.Reply(sources),
)
a := New(newModel(t, fp), "sys", WithToolbox(citeToolbox(t)))
res, err := a.Run(context.Background(), "is there a meet time limit?")
if err != nil {
t.Fatalf("Run: %v", err)
}
want := longAnswer + "\n\n" + sources
if res.Output != want {
t.Errorf("Output = %q, want recovered answer + citations %q", res.Output, want)
}
if n := len(fp.Calls()); n != 2 {
t.Errorf("model calls = %d, want 2 (no extra nudge turn)", n)
}
}