Add the live-model task eval harness (phase 0 baseline)

Why: No task-level measurement of real agent behavior existed, so the
failure chain documented in the diagnosis was invisible to CI. The harness
drives a configured backend over its public HTTP surface (upload, message,
poll, HITL auto-resolve), computes per-turn metrics (tool failures, full
regenerations, API-discovery calls, original-material reads, plan usage,
gate checks) and outcome checks (unverified facts vs material text, final
claims vs artifact headings), and writes a JSON + Markdown report.

Evidence: SELF - built behind the live build tag (CI skips); vet passes with
-tags live; drove the qa instance (remote main 1ebd46e) through the four
golden tasks end to end; report referenced on the phase01 task card.

Impact: New eval/live package (tasks.json + runner). Materials stay outside
the repo per eval/README; runs are opt-in via AGENT_EVAL_BASE.

Refs: Dev task feature/agent-quality-phase01; documents proposal
2026-10-09-agent-quality-improvement-plan.md §4 P0.
This commit is contained in:
2026-10-09 12:49:44 +00:00
parent 989379e924
commit 613fb27ba0
3 changed files with 777 additions and 0 deletions
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//go:build live
package live
import (
"archive/zip"
"bytes"
"encoding/json"
"encoding/xml"
"fmt"
"io"
"mime/multipart"
"net/http"
"os"
"path/filepath"
"regexp"
"strings"
"testing"
"time"
)
// upload 上传一个材料文件,返回 artifact id。
func (c *client) upload(t *testing.T, projectID, name string, content []byte) string {
t.Helper()
var buf bytes.Buffer
w := multipart.NewWriter(&buf)
fw, err := w.CreateFormFile("file", name)
if err != nil {
t.Fatalf("multipart field: %v", err)
}
if _, err := fw.Write(content); err != nil {
t.Fatalf("multipart write: %v", err)
}
w.Close()
req, err := http.NewRequest("POST", c.base+"/api/projects/"+projectID+"/uploads", &buf)
if err != nil {
t.Fatalf("upload request: %v", err)
}
req.Header.Set("Content-Type", w.FormDataContentType())
resp, err := c.http.Do(req)
if err != nil {
t.Fatalf("upload: %v", err)
}
defer resp.Body.Close()
raw, _ := io.ReadAll(resp.Body)
if resp.StatusCode >= 300 {
t.Fatalf("upload %s: %s: %s", name, resp.Status, truncate(string(raw), 300))
}
var out struct {
ID string `json:"artifactId"`
LegacyID string `json:"id"`
}
if err := json.Unmarshal(raw, &out); err != nil {
t.Fatalf("upload response: %v %s", err, truncate(string(raw), 300))
}
if out.ID == "" {
out.ID = out.LegacyID
}
if out.ID == "" {
t.Fatalf("upload response missing artifact id: %s", truncate(string(raw), 300))
}
return out.ID
}
// runTurn 发一轮消息并等到 run 终态;期间自动应答 HITL 卡。
func runTurn(t *testing.T, c *client, projectID, convID, text string, attachmentIDs []string, turnTimeout time.Duration) turnResult {
t.Helper()
started := time.Now()
var out struct {
Message message `json:"message"`
Run run `json:"run"`
}
body := map[string]any{"text": text, "requestId": fmt.Sprintf("eval-%d", time.Now().UnixNano())}
if len(attachmentIDs) > 0 {
body["attachmentIds"] = attachmentIDs
}
if err := c.do("POST", "/api/conversations/"+convID+"/messages", body, &out); err != nil {
t.Fatalf("post message: %v", err)
}
runID := out.Run.ID
deadline := time.Now().Add(turnTimeout)
var cur run
for {
var resp struct {
Run run `json:"run"`
}
if err := c.do("GET", "/api/runs/"+runID, nil, &resp); err != nil {
t.Fatalf("get run: %v", err)
}
cur = resp.Run
if isTerminal(cur.Status) {
break
}
autoResolveHITL(t, c, convID)
if time.Now().After(deadline) {
t.Fatalf("run %s timed out after %s (status=%s)", runID, turnTimeout, cur.Status)
}
time.Sleep(3 * time.Second)
}
detail := struct {
Messages []message `json:"messages"`
ActiveHitl []hitlCard `json:"activeHitl"`
}{}
if err := c.do("GET", "/api/conversations/"+convID, nil, &detail); err != nil {
t.Fatalf("conversation detail: %v", err)
}
var assistant *message
for i := range detail.Messages {
m := detail.Messages[i]
if m.RunID == runID && m.Role == "assistant" && !m.Excluded {
assistant = &detail.Messages[i]
}
}
tr := turnResult{User: text, RunID: runID, Status: cur.Status, DurationMs: time.Since(started).Milliseconds()}
if cur.Usage != nil {
tr.Usage = &cur
}
if assistant == nil {
tr.Issues = append(tr.Issues, "没有找到本回合的助手消息")
return tr
}
collectMetrics(&tr, assistant)
// 工件清单:本 run 产出的。
var arts []artifactMeta
if err := c.do("GET", "/api/projects/"+projectID+"/artifacts", nil, &arts); err == nil {
for _, a := range arts {
if a.SourceRun == runID {
tr.Artifacts = append(tr.Artifacts, a.Name)
}
}
}
if cur.Status != "completed" {
tr.Issues = append(tr.Issues, "run 终态="+cur.Status)
}
return tr
}
func isTerminal(status string) bool {
switch status {
case "completed", "failed", "cancelled":
return true
}
return false
}
// autoResolveHITL 无人值守:有活动确认卡时选第一个选项(没有选项给自由文本同意)。
func autoResolveHITL(t *testing.T, c *client, convID string) {
t.Helper()
detail := struct {
ActiveHitl []hitlCard `json:"activeHitl"`
}{}
if err := c.do("GET", "/api/conversations/"+convID, nil, &detail); err != nil {
return
}
for _, card := range detail.ActiveHitl {
resp := map[string]string{}
if len(card.Choices) > 0 {
resp["choiceId"] = card.Choices[0].ID
} else if card.AllowFreeInput {
resp["freeText"] = "同意继续(评测自动应答)"
} else {
continue
}
_ = c.do("POST", "/api/hitl/"+card.ID+"/resolve", resp, nil)
}
}
func collectMetrics(tr *turnResult, m *message) {
for _, p := range m.Parts {
switch p.Type {
case "text":
if !p.Process && strings.TrimSpace(p.Text) != "" {
tr.FinalText = p.Text
}
case "tool_call":
if p.ToolCall == nil {
continue
}
tr.Metrics.ToolCalls++
args := p.ToolCall.Arguments
switch p.ToolCall.Name {
case "update_plan", "update_todos":
tr.Metrics.PlanUpdates++
case "run_python":
if strings.Contains(args, "new_document(") || strings.Contains(args, "new_presentation(") || strings.Contains(args, "new_workbook(") {
tr.Metrics.FullRegens++
}
}
if strings.Contains(args, "dir(") || strings.Contains(args, "inspect.signature") || strings.Contains(args, "help(") {
tr.Metrics.APIDiscovery++
}
if strings.Contains(args, "inputs/") {
tr.Metrics.ReadsOriginal++
}
case "tool_result":
if p.ToolResult == nil {
continue
}
s := p.ToolResult.Summary
if p.ToolResult.Status == "error" || strings.HasPrefix(s, "exit=1") || strings.Contains(s, "Traceback") || strings.Contains(s, "ModuleNotFoundError") {
tr.Metrics.ToolFailures++
}
case "check":
if p.Check == nil {
continue
}
tr.Metrics.VerifierChecks++
tr.Checks = append(tr.Checks, checkRecord{Passed: p.Check.Passed, Reason: p.Check.Reason})
}
}
}
func lastArtifactTurn(tr taskResult) *turnResult {
for i := len(tr.Turns) - 1; i >= 0; i-- {
if len(tr.Turns[i].Artifacts) > 0 {
return &tr.Turns[i]
}
}
return nil
}
func downloadArtifactText(t *testing.T, c *client, projectID, name string) string {
t.Helper()
var arts []artifactMeta
if err := c.do("GET", "/api/projects/"+projectID+"/artifacts", nil, &arts); err != nil {
return ""
}
for _, a := range arts {
if a.Name != name {
continue
}
req, _ := http.NewRequest("GET", c.base+"/api/artifacts/"+a.ID+"/content", nil)
resp, err := c.http.Do(req)
if err != nil {
continue
}
raw, _ := io.ReadAll(resp.Body)
resp.Body.Close()
if strings.HasSuffix(strings.ToLower(a.Name), ".docx") {
return docxTextIfDocx(t, a.Name, raw)
}
return string(raw)
}
return ""
}
// ---- 文本抽取与事实核查 ----
// docxTextIfDocx:docx 抽纯文本(标题行带 # 前缀);其他类型原样返回。
func docxTextIfDocx(t *testing.T, name string, raw []byte) string {
t.Helper()
if !strings.HasSuffix(strings.ToLower(name), ".docx") {
return string(raw)
}
zr, err := zip.NewReader(bytes.NewReader(raw), int64(len(raw)))
if err != nil {
return ""
}
for _, f := range zr.File {
if f.Name != "word/document.xml" {
continue
}
rc, err := f.Open()
if err != nil {
return ""
}
defer rc.Close()
dec := xml.NewDecoder(rc)
var b strings.Builder
var para strings.Builder
style, inPara := "", false
flush := func() {
text := strings.TrimSpace(para.String())
if text != "" {
if lvl := docxHeadingLevel(style); lvl > 0 {
b.WriteString(strings.Repeat("#", lvl) + " ")
}
b.WriteString(text + "\n")
}
para.Reset()
style = ""
}
for {
tok, err := dec.Token()
if err != nil {
break
}
switch el := tok.(type) {
case xml.StartElement:
switch el.Name.Local {
case "p":
inPara, style = true, ""
para.Reset()
case "pStyle":
if inPara {
for _, at := range el.Attr {
if at.Name.Local == "val" {
style = at.Value
}
}
}
}
case xml.EndElement:
if el.Name.Local == "p" {
inPara = false
flush()
}
case xml.CharData:
if inPara {
para.Write(bytes.TrimSpace(el))
}
}
}
flush()
return b.String()
}
return ""
}
func docxHeadingLevel(style string) int {
switch {
case style == "Title":
return 1
case style == "Subtitle":
return 2
case strings.HasPrefix(style, "Heading"):
n := 0
for _, ch := range style[len("Heading"):] {
if ch < '0' || ch > '9' {
return 0
}
n = n*10 + int(ch-'0')
}
if n >= 1 && n <= 9 {
return n
}
}
return 0
}
var (
pctRe = regexp.MustCompile(`\d+(?:\.\d+)?%`)
dateRe = regexp.MustCompile(`\d{1,2}月\d{1,2}日`)
bigNumRe = regexp.MustCompile(`\d{4,}`)
claimRe = regexp.MustCompile(`(?:^|\n|\s)([一二三四五六七八九十]{1,2}、[^\s,。;|]{2,24})`)
)
// unverifiedFacts 抽取交付物里的百分比/日期/大数字,逐个回材料原文找出处。
// 找不到的列为未核实事实(模型编造或来自模型自带的「常识」)。
func unverifiedFacts(artifactText, materialText string) []string {
if strings.TrimSpace(artifactText) == "" || strings.TrimSpace(materialText) == "" {
return nil
}
seen := map[string]bool{}
var out []string
check := func(tok string) {
tok = strings.TrimSpace(tok)
if tok == "" || seen[tok] {
return
}
seen[tok] = true
if !strings.Contains(materialText, tok) {
out = append(out, tok)
}
}
for _, m := range pctRe.FindAllString(artifactText, -1) {
check(m)
}
for _, m := range dateRe.FindAllString(artifactText, -1) {
check(m)
}
for _, m := range bigNumRe.FindAllString(artifactText, -1) {
if len(m) >= 5 { // 4 位数大量是年份/编号,只报 5 位以上
check(m)
}
}
return out
}
// finalVsArtifact 终轮回复里声称的章节(「一、…」)必须能在工件里找到。
func finalVsArtifact(turn *turnResult, artifactText string) []string {
if turn == nil || turn.FinalText == "" || strings.TrimSpace(artifactText) == "" {
return nil
}
final := turn.FinalText
var out []string
seen := map[string]bool{}
for _, m := range claimRe.FindAllStringSubmatch(final, -1) {
claim := strings.TrimSpace(m[1])
if claim == "" || seen[claim] {
continue
}
seen[claim] = true
if !strings.Contains(artifactText, claim) {
out = append(out, claim)
}
}
return out
}
// ---- 报告 ----
func writeReport(t *testing.T, rep *report) {
t.Helper()
outPath := os.Getenv("AGENT_EVAL_OUT")
if outPath == "" {
outPath = filepath.Join("eval-live", "report-"+time.Now().Format("0102-150405")+".json")
}
if err := os.MkdirAll(filepath.Dir(outPath), 0o755); err != nil {
t.Fatalf("mkdir report dir: %v", err)
}
raw, _ := json.MarshalIndent(rep, "", " ")
if err := os.WriteFile(outPath, raw, 0o644); err != nil {
t.Fatalf("write report: %v", err)
}
fmt.Fprintf(os.Stderr, "\n[live-eval] report: %s\n%s\n", outPath, renderMarkdown(rep))
}
func renderMarkdown(rep *report) string {
var b strings.Builder
fmt.Fprintf(&b, "# Live eval — %s\n\n- target: %s\n- model: %s\n- generated: %s\n\n", rep.GeneratedAt, rep.Target, rep.Model, rep.GeneratedAt)
for _, tk := range rep.Tasks {
fmt.Fprintf(&b, "## %s\n\n| turn | status | tools | fails | regens | api探查 | 读原件 | 计划 | 检查 | 工件 | 时长s |\n|---|---|---|---|---|---|---|---|---|---|---|\n", tk.ID)
for _, turn := range tk.Turns {
fmt.Fprintf(&b, "| %s | %s | %d | %d | %d | %d | %d | %d | %d | %d | %.0f |\n",
truncate(turn.User, 18), turn.Status, turn.Metrics.ToolCalls, turn.Metrics.ToolFailures,
turn.Metrics.FullRegens, turn.Metrics.APIDiscovery, turn.Metrics.ReadsOriginal,
turn.Metrics.PlanUpdates, turn.Metrics.VerifierChecks, len(turn.Artifacts),
float64(turn.DurationMs)/1000)
}
if len(tk.UnverifiedFacts) > 0 {
fmt.Fprintf(&b, "\n未核实事实(工件里出现、材料里找不到):%s\n", strings.Join(tk.UnverifiedFacts, "、"))
}
if len(tk.FinalVsArtifact) > 0 {
fmt.Fprintf(&b, "\n终轮声称但工件不存在的章节:%s\n", strings.Join(tk.FinalVsArtifact, ";"))
}
fmt.Fprint(&b, "\n")
}
return b.String()
}
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//go:build live
// Package live 是真实后端 + 真实模型的任务级评测(Phase 0 基线)。
//
// 用法(对准一个已配置好模型的运行实例):
//
// AGENT_EVAL_BASE=http://127.0.0.1:18799 \
// AGENT_EVAL_MATERIALS=~/.agent-system/eval/materials \
// AGENT_EVAL_OUT=/tmp/before.json \
// go test ./eval/live/ -tags live -run TestLiveSuite -v -timeout 90m
//
// 评测器只用公开 HTTP 面(上传→建会话→发消息→轮询),指标从消息 parts、
// run usage 与工件内容计算;不触碰目标实例数据库。HITL 卡自动选第一个选项,
// 保证无人值守跑完。产出 JSON + Markdown 报告;任务集见 tasks.json。
// 真实材料不进仓:materials 目录按 eval/README 的口径放本机。
package live
import (
"bytes"
"encoding/json"
"fmt"
"io"
"net/http"
"os"
"path/filepath"
"strings"
"testing"
"time"
)
type task struct {
ID string `json:"id"`
Material string `json:"material,omitempty"`
Turns []string `json:"turns"`
}
type part struct {
Type string `json:"type"`
Text string `json:"text"`
Process bool `json:"process"`
ToolCall *struct {
ID string `json:"id"`
Name string `json:"name"`
Arguments string `json:"arguments"`
Duration float64 `json:"durationMs"`
} `json:"toolCall"`
ToolResult *struct {
CallID string `json:"callId"`
Status string `json:"status"`
Summary string `json:"summary"`
} `json:"toolResult"`
Check *struct {
Passed bool `json:"passed"`
Reason string `json:"reason"`
} `json:"check"`
Artifact *struct {
ArtifactID string `json:"artifactId"`
Name string `json:"name"`
Kind string `json:"kind"`
} `json:"artifact"`
}
type message struct {
ID string `json:"id"`
RunID string `json:"runId"`
Role string `json:"role"`
Parts []part `json:"parts"`
Excluded bool `json:"excluded"`
}
type run struct {
ID string `json:"id"`
Status string `json:"status"`
CreatedAt string `json:"createdAt"`
EndedAt string `json:"endedAt"`
Usage *struct {
PromptTokens int `json:"promptTokens"`
CompletionTokens int `json:"completionTokens"`
TotalTokens int `json:"totalTokens"`
DurationMs int `json:"durationMs"`
ToolCalls int `json:"toolCalls"`
} `json:"usage"`
Error any `json:"error"`
}
type artifactMeta struct {
ID string `json:"id"`
Name string `json:"name"`
Kind string `json:"kind"`
MIME string `json:"mime"`
SourceRun string `json:"sourceRun"`
CreatedAt string `json:"createdAt"`
}
type hitlCard struct {
ID string `json:"id"`
Question string `json:"question"`
Choices []struct {
ID string `json:"id"`
Label string `json:"label"`
} `json:"choices"`
AllowFreeInput bool `json:"allowFreeInput"`
}
type client struct {
base string
http *http.Client
t *testing.T
model string
}
func (c *client) do(method, path string, body any, out any) error {
var rd io.Reader
if body != nil {
b, err := json.Marshal(body)
if err != nil {
return err
}
rd = bytes.NewReader(b)
}
req, err := http.NewRequest(method, c.base+path, rd)
if err != nil {
return err
}
if body != nil {
req.Header.Set("Content-Type", "application/json")
}
resp, err := c.http.Do(req)
if err != nil {
return err
}
defer resp.Body.Close()
raw, _ := io.ReadAll(resp.Body)
if resp.StatusCode >= 300 {
return fmt.Errorf("%s %s: %s: %s", method, path, resp.Status, truncate(string(raw), 300))
}
if out != nil {
return json.Unmarshal(raw, out)
}
return nil
}
func truncate(s string, n int) string {
r := []rune(s)
if len(r) <= n {
return s
}
return string(r[:n]) + "…"
}
func TestLiveSuite(t *testing.T) {
base := strings.TrimSpace(os.Getenv("AGENT_EVAL_BASE"))
if base == "" {
t.Skip("AGENT_EVAL_BASE not set; live eval requires a configured backend instance")
}
materialsDir := os.Getenv("AGENT_EVAL_MATERIALS")
if materialsDir == "" {
home, _ := os.UserHomeDir()
materialsDir = filepath.Join(home, ".agent-system", "eval", "materials")
}
if _, err := os.Stat(materialsDir); err != nil {
t.Skipf("materials dir not available: %v", err)
}
raw, err := os.ReadFile("tasks.json")
if err != nil {
t.Fatalf("read tasks.json: %v", err)
}
var tasks []task
if err := json.Unmarshal(raw, &tasks); err != nil {
t.Fatalf("parse tasks.json: %v", err)
}
if filter := os.Getenv("AGENT_EVAL_TASKS"); filter != "" {
want := map[string]bool{}
for _, id := range strings.Split(filter, ",") {
want[strings.TrimSpace(id)] = true
}
var kept []task
for _, tk := range tasks {
if want[tk.ID] {
kept = append(kept, tk)
}
}
tasks = kept
}
if len(tasks) == 0 {
t.Fatal("no tasks selected")
}
turnTimeout := 20 * time.Minute
if v := os.Getenv("AGENT_EVAL_TURN_TIMEOUT"); v != "" {
if d, err := time.ParseDuration(v); err == nil {
turnTimeout = d
}
}
c := &client{base: base, http: &http.Client{Timeout: 120 * time.Second}, t: t}
var settings struct {
Models struct {
Chat struct {
Model string `json:"model"`
} `json:"chat"`
} `json:"models"`
}
_ = c.do("GET", "/api/settings", nil, &settings)
c.model = settings.Models.Chat.Model
proj := struct {
ID string `json:"id"`
}{}
if err := c.do("POST", "/api/projects", map[string]string{"name": "eval-" + time.Now().Format("0102-150405")}, &proj); err != nil {
t.Fatalf("create project: %v", err)
}
rep := report{Target: base, Model: c.model, GeneratedAt: time.Now().UTC().Format(time.RFC3339)}
for _, tk := range tasks {
rep.Tasks = append(rep.Tasks, runTask(t, c, proj.ID, tk, materialsDir, turnTimeout))
}
writeReport(t, &rep)
}
type turnResult struct {
User string `json:"user"`
RunID string `json:"runId"`
Status string `json:"status"`
FinalText string `json:"finalText,omitempty"`
Usage *run `json:"usage,omitempty"`
Metrics turnMetrics `json:"metrics"`
Checks []checkRecord `json:"checks,omitempty"`
Artifacts []string `json:"artifacts,omitempty"`
Issues []string `json:"issues,omitempty"`
DurationMs int64 `json:"durationMs"`
}
type turnMetrics struct {
ToolCalls int `json:"toolCalls"`
ToolFailures int `json:"toolFailures"`
FullRegens int `json:"fullRegens"`
APIDiscovery int `json:"apiDiscovery"`
ReadsOriginal int `json:"readsOriginal"`
PlanUpdates int `json:"planUpdates"`
VerifierChecks int `json:"verifierChecks"`
}
type checkRecord struct {
Passed bool `json:"passed"`
Reason string `json:"reason"`
}
type taskResult struct {
ID string `json:"id"`
Turns []turnResult `json:"turns"`
Total turnMetrics `json:"total"`
UnverifiedFacts []string `json:"unverifiedFacts,omitempty"`
FinalVsArtifact []string `json:"finalVsArtifact,omitempty"`
}
type report struct {
Target string `json:"target"`
Model string `json:"model,omitempty"`
GeneratedAt string `json:"generatedAt"`
Tasks []taskResult `json:"tasks"`
}
func runTask(t *testing.T, c *client, projectID string, tk task, materialsDir string, turnTimeout time.Duration) taskResult {
t.Helper()
conv := struct {
ID string `json:"id"`
}{}
if err := c.do("POST", "/api/projects/"+projectID+"/conversations", map[string]string{"title": "eval-" + tk.ID}, &conv); err != nil {
t.Fatalf("[%s] create conversation: %v", tk.ID, err)
}
var attachmentIDs []string
materialText := ""
if tk.Material != "" {
path := filepath.Join(materialsDir, tk.Material)
raw, err := os.ReadFile(path)
if err != nil {
t.Fatalf("[%s] open material: %v", tk.ID, err)
}
up := c.upload(t, projectID, tk.Material, raw)
attachmentIDs = append(attachmentIDs, up)
materialText = docxTextIfDocx(t, tk.Material, raw)
}
tr := taskResult{ID: tk.ID}
for i, turnText := range tk.Turns {
tr.Turns = append(tr.Turns, runTurn(t, c, projectID, conv.ID, turnText, attachmentIDs, turnTimeout))
attachmentIDs = nil // 材料只在第一轮附带;后续轮考验跨轮上下文
_ = i
}
// 汇总
for _, turn := range tr.Turns {
tr.Total.ToolCalls += turn.Metrics.ToolCalls
tr.Total.ToolFailures += turn.Metrics.ToolFailures
tr.Total.FullRegens += turn.Metrics.FullRegens
tr.Total.APIDiscovery += turn.Metrics.APIDiscovery
tr.Total.ReadsOriginal += turn.Metrics.ReadsOriginal
tr.Total.PlanUpdates += turn.Metrics.PlanUpdates
tr.Total.VerifierChecks += turn.Metrics.VerifierChecks
}
// 事实核查:最后一个带工件的回合 vs 材料
if materialText != "" {
last := lastArtifactTurn(tr)
if last != nil && len(last.Artifacts) > 0 {
artText := ""
for _, name := range last.Artifacts {
artText += downloadArtifactText(t, c, projectID, name)
}
tr.UnverifiedFacts = unverifiedFacts(artText, materialText)
tr.FinalVsArtifact = finalVsArtifact(last, artText)
}
}
return tr
}
+26
View File
@@ -0,0 +1,26 @@
[
{
"id": "minutes-basic",
"material": "meeting-rd-agent-asr.docx",
"turns": ["帮我总结一份会议纪要"]
},
{
"id": "plan-followup",
"material": "meeting-rd-agent-asr.docx",
"turns": [
"帮我总结一份会议纪要",
"根据这个纪要,制定一个方案",
"方案太简要了,给我一个详细的方案和计划"
]
},
{
"id": "qa-citation",
"material": "meeting-rd-agent-asr.docx",
"turns": ["这次会议最主要的事情是什么"]
},
{
"id": "minutes-pm-tool",
"material": "meeting-pm-tool-asr.docx",
"turns": ["生成会议纪要"]
}
]