diff --git a/.gitignore b/.gitignore
index 8ba49ab..a95a764 100644
--- a/.gitignore
+++ b/.gitignore
@@ -24,6 +24,7 @@ doc/*.idx
 doc/*.ilg
 doc/*.ind
 doc/co*.tex
+
 funcs/t
 funcs/*.o
 funcs/*.png
@@ -61,4 +62,6 @@ tools/fimgfx
 tools/*.png
 tools/*.tiff
 
+Fonderie/*.o
+Fonderie/fonderie
 
diff --git a/Fonderie/Makefile b/Fonderie/Makefile
new file mode 100644
index 0000000..155459a
--- /dev/null
+++ b/Fonderie/Makefile
@@ -0,0 +1,28 @@
+
+
+COPT = -g -no-pie -Wall -O3 -DDEBUG_LEVEL=0 -Werror=parentheses
+LIBS = -lfloatimg -lpnglite -lm 
+OBJS = fonctions.o sfx.o crapulator.o
+DEPS = fonctions.h crapulator.h
+
+fonderie:	fonderie.c fonctions.h ${OBJS} Makefile
+	gcc ${COPT} $< ${OBJS} ${LIBS} -o $@
+
+crapulator.o:	crapulator.c ${DEPS}
+	gcc ${COPT} -c $<
+
+fonctions.o:	fonctions.c fonctions.h Makefile
+	gcc ${COPT} -c $<
+
+sfx.o:	sfx.c fonctions.h Makefile
+	gcc ${COPT} -c $<
+
+# ---------------------------------------------------------
+
+TOTAR = *.c *.h Makefile			\
+	*.sh
+
+
+
+# ---------------------------------------------------------
+
diff --git a/Fonderie/crapulator.c b/Fonderie/crapulator.c
new file mode 100644
index 0000000..d1fee9d
--- /dev/null
+++ b/Fonderie/crapulator.c
@@ -0,0 +1,42 @@
+/*
+ *		crapulator.c
+ */
+
+#include  <stdio.h>
+#include  <stdlib.h>
+
+#include  <floatimg.h>
+
+#include  "crapulator.h"
+
+/* -------------------------------------------------------------- */
+
+int crapulator(FloatImg *image, int notused)
+{
+int		retval;
+FloatImg	imgtmp;
+
+#if DEBUG_LEVEL
+fprintf(stderr, ">>> %s ( %p %d )\n", __func__, image, notused);
+#endif
+
+/* contour 2x2 don't work inplace */
+fimg_clone(image, &imgtmp, 0);
+
+/* so we work on a copy */
+retval = fimg_contour_2x2(image, &imgtmp, 0);
+if (retval) {
+	fprintf(stderr, "%s : err contour %d\n",
+			__func__, retval);
+	exit(1);
+	}
+
+/* and put back porcessed pixels */
+fimg_copy_data(&imgtmp, image);
+fimg_destroy(&imgtmp);
+
+return 0;
+}
+
+/* -------------------------------------------------------------- */
+
diff --git a/Fonderie/crapulator.h b/Fonderie/crapulator.h
new file mode 100644
index 0000000..85a7f90
--- /dev/null
+++ b/Fonderie/crapulator.h
@@ -0,0 +1,6 @@
+/*
+ *		crapulator.h
+ */
+
+int crapulator(FloatImg *image, int notused);
+
diff --git a/Fonderie/fonctions.c b/Fonderie/fonctions.c
new file mode 100644
index 0000000..b1e3ff4
--- /dev/null
+++ b/Fonderie/fonctions.c
@@ -0,0 +1,252 @@
+/*
+ *	Fonctions de la Fonderie du Cumul
+ *	~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+ *	Du code bien cracra / tTh / Tetalab
+ */
+#include  <stdio.h>
+#include  <string.h>
+#include  <stdlib.h>
+#include  <malloc.h>
+
+#include  <floatimg.h>
+
+#include  "fonctions.h"
+
+/* -------------------------------------------------------------- */
+/*	global vars from main
+ */
+extern	int		verbosity;
+
+/*	private vars of this module - it was very dirty
+ */
+static	A_Fifo		g_fifo;
+
+/* -------------------------------------------------------------- */
+
+int faire_la_somme(A_Fifo *pfifo, FloatImg *destination, int step)
+{
+int		idx, foo;
+FloatImg	*pdest;
+
+if (NULL==destination) {
+	pdest = &(pfifo->total);		}
+else	{
+	pdest = destination;			}
+
+fimg_clear(pdest);
+for (idx=0; idx<pfifo->nbslots; idx += step) {
+	foo = fimg_add_2(&(pfifo->slots[idx]), pdest);
+	if (foo)
+		{
+		fprintf(stderr, "%s: err %d on add_2\n", __func__, foo);
+		abort();
+		}
+	}
+
+return 0;
+}
+/* -------------------------------------------------------------- */
+int post_process_picture(FloatImg *image, int numFx, float fval)
+{
+int		retval = 0;
+int		foo;
+float		value;
+FloatImg 	imgtmp;
+static int	count, flag_debug;
+
+if (666==count) {
+	flag_debug = 1;
+	fprintf(stderr, "DEBUG POINT 1 in %s\n", __func__);
+	fimg_save_as_png(image, "source.png", 0);
+	}
+
+switch (numFx) {
+	case 0:		/* DO NOTHING */		break;
+
+	case 1:
+		fimg_cos_01(image, image,
+				fimg_get_maxvalue(image));
+		break;
+	case 2:
+		fimg_cos_010(image, image,
+				fimg_get_maxvalue(image));
+		break;
+	case 3:
+		value = fimg_get_maxvalue(image);
+		fimg_mul_cste(image, -1.0);
+		fimg_add_cste(image, value);
+		foo = fimg_count_negativ(image);
+		if (foo) {
+			fimg_dump_to_file(image, "err.fimg", 0);
+			fprintf(stderr, "%s negativ %d\n", __func__, foo);
+			return -78;
+			}
+		break;
+	case 4:
+		brotche_rand48(image, 0.20,
+				fimg_get_maxvalue(image));
+		break;
+	case 5:
+		brotche_rand48_b(image, 0.10,
+				fimg_get_maxvalue(image)*0.8);
+		break;
+	case 6:
+		kill_colors_a(image, 0.0);
+		break;
+
+	case 7:
+		retval = fimg_colors_mixer_a(image, 2.0);
+		break;
+
+	case 8:
+		fimg_clone(image, &imgtmp, 0);
+		fimg_clear(&imgtmp);
+		if (flag_debug) {
+			fprintf(stderr, "DEBUG A contour 2x2\n");
+			fimg_save_as_png(image, "before.png", 0);
+			fimg_dump_to_file(image, "before.fimg", 0);
+			}
+		retval = fimg_contour_2x2(image, &imgtmp, 0);
+		if (retval) {
+			fprintf(stderr, "%s : err contour %d\n",
+					__func__, retval);
+			exit(1);
+			}
+		if (flag_debug) {
+			fprintf(stderr, "DEBUG B contour 2x2\n");
+			// fimg_save_as_png(&imgtmp, "contour.png", 0);
+			fimg_dump_to_file(&imgtmp, "contour.fimg", 0);
+			}
+		fimg_copy_data(&imgtmp, image);
+		fimg_destroy(&imgtmp);
+		break;
+
+	case 9:
+		retval = fimg_classif_trial(image, image, 0.42, 0);
+		if (retval) {
+			fprintf(stderr, "err %d in classif\n", retval);
+			exit(1);
+			}
+		break;
+
+	default :
+		fprintf(stderr, "%s : postproc #%d invalid\n", 
+				__func__, numFx);
+		return -77;
+	}
+
+if (flag_debug) {
+	fprintf(stderr, "DEBUG POINT 2 in %s\n", __func__);
+	fimg_save_as_png(image, "after.png", 0);
+	}
+
+count++;	flag_debug = 0;
+
+return retval;
+}
+/* -------------------------------------------------------------- */
+/*
+ *	this func save the fifo content as
+ *	  - float     FIMG
+ *	  - 16 bits   PNM
+ *	  - 8 bits    PNG
+ */
+int export_fifo(char *fname, int postproc, int step)
+{
+int		foo, type;
+
+foo = faire_la_somme(&g_fifo, NULL, step);
+
+/* BEGIN GRUIK CODE */
+extern int	convert_to_gray;
+/* END OF THE KLUGE */
+if (convert_to_gray) {
+	fimg_to_gray(&g_fifo.total);
+	// fprintf(stderr, "%p gray-washed\n", &fifo.total);
+	}
+
+foo = post_process_picture(&g_fifo.total, postproc, 0.0);
+if (foo) {
+	fprintf(stderr, "ERR post process picture -> %d\n", foo);
+	return foo;
+	}
+
+type = format_from_extension(fname);
+switch (type) {
+	case FILE_TYPE_PNG:
+		foo = fimg_save_as_png(&g_fifo.total, fname, 0);
+		break;
+	case FILE_TYPE_PNM:
+		foo = fimg_save_as_pnm(&g_fifo.total, fname, 0);
+		break;
+	case FILE_TYPE_FIMG:
+		foo = fimg_dump_to_file(&g_fifo.total, fname, 0);
+		break;
+	default:
+		fprintf(stderr, "%s : type of '%s' unknow\n",
+				__func__, 	fname);
+		foo = 888;
+		break;
+	}
+
+if (foo) {
+	fprintf(stderr, "ERR EXPORT '%s' is %d\n", fname, foo);
+	exit(3);
+	}
+
+return 0;
+}
+/* -------------------------------------------------------------- */
+int insert_picture(FloatImg *src)
+{
+FloatImg	*dst;
+int		nbre;
+
+/*
+ * this is the where we can insert the 'input filter'
+ */
+
+dst = &g_fifo.slots[g_fifo.next];
+
+nbre = dst->width * dst->height * dst->type;
+memcpy(dst->R, src->R, nbre*sizeof(float));
+
+g_fifo.next++,  g_fifo.next %= g_fifo.nbslots;
+// maybe we can write :
+//	(++fifo.next) %= fifo.nbslots;
+
+if (verbosity > 2) fprintf(stderr, "%s : next slot %d\n",
+				__func__, g_fifo.next);
+
+return 0;
+}
+/* -------------------------------------------------------------- */
+int create_fifo(int nbslot, int w, int h, int t)
+{
+int		foo, idx;
+
+#if DEBUG_LEVEL
+fprintf(stderr, ">>> %s ( %d  %dx%d  %d )\n", __func__,
+			nbslot, w, h, t);
+#endif
+
+memset(&g_fifo, 0, sizeof(A_Fifo));
+
+g_fifo.nbslots = nbslot;
+
+g_fifo.slots = calloc(nbslot, sizeof(FloatImg));
+if (NULL==g_fifo.slots)	abort();
+for (idx=0; idx<nbslot; idx++) {
+	foo = fimg_create(&g_fifo.slots[idx], w, h, t);
+	if (foo) {
+		fprintf(stderr, "%s idx %d err%d\n", __func__, idx, foo);
+		return foo;
+		}
+	}
+foo = fimg_create(&g_fifo.total, w, h, t);
+g_fifo.next = 0;
+g_fifo.magic = MAGIC_FIFO;
+
+return 0;
+}
+/* -------------------------------------------------------------- */
diff --git a/Fonderie/fonctions.h b/Fonderie/fonctions.h
new file mode 100644
index 0000000..e836b38
--- /dev/null
+++ b/Fonderie/fonctions.h
@@ -0,0 +1,49 @@
+/*
+ *		Machine qui fait des fils flous
+ */
+/* -------------------------------------------------------------- */
+
+typedef struct {
+	unsigned long	magic;
+	int		nbslots;	/* how many pics used ? */
+	FloatImg	total;		/* computing workspace */
+	FloatImg	wspace;		/* computing workspace */
+	FloatImg	*slots;		/* circular buffer */
+	int		next;		/* incremented with modulo */
+	} A_Fifo;
+
+#define MAGIC_FIFO	0xabcd9876
+
+typedef struct {
+	unsigned long	magic;
+
+	int		blanks;		/* ???? */
+	float		fk;
+	int		preproc, postproc;
+
+	int		step;		/* for fifo export */
+
+	} ControlBloc;
+
+#define MAGIC_CTRLB	0xabcdfefe
+
+/* -------------------------------------------------------------- */
+
+int export_fifo(char *fname, int postproc, int step);
+
+int insert_picture(FloatImg *src);
+
+int create_fifo(int nbslot, int w, int h, int t);
+
+/* -------------------------------------------------------------- */
+/*
+ *		funcs in 'sfx.c'
+ */
+
+int brotche_rand48(FloatImg *fimg, float ratio, float mval);
+int brotche_rand48_b(FloatImg *fimg, float ratio, float mval);
+int kill_colors_a(FloatImg *fimg, float fval);
+int colors_brotcher(FloatImg *fimg, float fval);
+
+/* -------------------------------------------------------------- */
+
diff --git a/Fonderie/fonderie.c b/Fonderie/fonderie.c
new file mode 100644
index 0000000..3beebdf
--- /dev/null
+++ b/Fonderie/fonderie.c
@@ -0,0 +1,191 @@
+/*
+ *		FONDERIE
+ */
+
+#include  <stdio.h>
+#include  <string.h>
+#include  <stdlib.h>
+#include  <unistd.h>
+#include  <glob.h>
+#include  <floatimg.h>
+
+#include  "fonctions.h"
+#include  "crapulator.h"
+
+
+int			verbosity;
+
+int			convert_to_gray;
+
+/* -------------------------------------------------------------- */
+int traite_une_image(FloatImg *image, int proc, int step)
+{
+static int		numero;
+int			foo;
+char			ligne[200];
+
+/* here, we put the picz in the fifo machinery */
+foo = insert_picture(image);
+if (foo) {
+	fprintf(stderr, "%s : err %d on insert\n", __func__, foo);
+	return foo;
+	}
+
+sprintf(ligne, "p8/%05d.png", numero);
+foo = export_fifo(ligne, proc, step);
+if (foo) {
+	fprintf(stderr, "%s : err %d on export\n", __func__, foo);
+	return foo;
+	}
+
+numero++;			/* VERY IMPORTANT :) */
+
+return 0;
+}
+/* -------------------------------------------------------------- */
+int insert_blank(FloatImg *image, int nbre, int pproc)
+{
+int		idx, foo;
+
+fimg_clear(image);
+
+for (idx=0; idx<nbre; idx++) {
+
+	fimg_hdeg_a(image, 16.64);
+	brotche_rand48_b(image, drand48()*0.10, 1e5);
+
+	if ((foo=traite_une_image(image, pproc, 1))) {
+		fprintf(stderr, "%s : err %d from 'traite_une_image'\n",
+				__func__, foo);
+		break;
+		}
+	printf("\t%c\r", "ABCDEF"[idx%6]);  fflush(stdout);
+	}
+
+puts("");
+
+return 0;
+}
+/* -------------------------------------------------------------- */
+#define BLANK	30
+
+int demarre_la_machine(char *pattern, char *outdir, int szfifo,
+				int outfx, int step)
+{
+int			foo, idx;
+glob_t			globbuf;
+char			*cptr;
+FloatImg		input;
+double			fin;
+
+#if DEBUG_LEVEL
+fprintf(stderr, ">>> %s ( '%s' -> '%s'  %d )\n", __func__,
+			pattern, outdir, szfifo);
+#endif
+
+fprintf(stderr, "\tstep is %d\n", step);
+
+(void)fimg_timer_set(0);
+
+if (outfx)		fprintf(stderr, "\tout fx  #%d\n", outfx);
+else			fprintf(stderr, "\tno out fx\n");
+
+foo = create_fifo(szfifo, 640, 480, FIMG_TYPE_RGB);
+fprintf(stderr, "init fifo (%d slots) --> %d\n", szfifo, foo);
+
+fimg_create(&input, 640, 480, 3);
+
+/* XXX inject a few stange pics in the fifo */
+insert_blank(&input, BLANK, outfx);
+
+memset(&globbuf, 0, sizeof(glob_t));
+foo = glob(pattern, 0, NULL, &globbuf);
+fprintf(stderr, "glob '%s' -> %d, %ld files found\n", pattern, foo,
+						globbuf.gl_pathc);
+
+for (idx=0; idx<globbuf.gl_pathc; idx++) {
+
+	cptr = globbuf.gl_pathv[idx];
+
+	/* first step : read the current grabed picz from disk,
+	   and put it in our private buffer */
+	foo = fimg_load_from_dump(cptr, &input);
+
+	if (foo) {
+		fprintf(stderr, "load #%d from dump -> %d\n", idx, foo);
+		continue;
+		}
+
+	/*		=========================		*/
+	/*		FSCKING INPUT FILTER HERE 		*/
+
+	foo = crapulator(&input, idx);
+	if (foo) {
+		fprintf(stderr, "%s crapulator -> %d\n", __func__, foo);
+		exit(1);
+		}
+
+	foo = traite_une_image(&input, outfx, step);
+	if (foo) {
+		fprintf(stderr, "traitement %s -> %d WTF?\n", cptr, foo);
+		break;
+		}
+	fprintf(stderr, "\t%5d\r", idx);
+	}
+
+fputs("\n", stderr);
+
+insert_blank(&input, BLANK, outfx);
+
+fin = fimg_timer_get(0);
+if (idx) {
+	fprintf(stderr, "\nelapsed %.2f seconds, %.2f s/pic\n", fin, fin/idx);
+	}
+else	{
+	fprintf(stderr, "\nelapsed %.2f seconds\n", fin);
+	}
+
+return 8;
+}
+/* -------------------------------------------------------------- */
+int main (int argc, char *argv[])
+{
+int		foo, opt;
+int		fifosize = 10;
+char		*in_pattern = "capture/?????.fimg";
+char		*out_dir = "p8";
+int		out_effect = 0;
+int		steps = 1;
+
+// float		maxlevel = 2500.0;
+
+fprintf(stderr, "*** %s : compiled by tTh, %s %s\n", argv[0],
+			__DATE__, __TIME__);
+fimg_print_version(2);
+
+while ((opt = getopt(argc, argv, "gI:O:s:T:vx:")) != -1) {
+	switch(opt) {
+
+		case 'g':	convert_to_gray = 1;
+				break;
+		case 'I':	in_pattern = optarg;
+				break;
+		case 'O':	out_dir = optarg;
+				break;
+		case 'T':	fifosize = atoi(optarg);
+				break;
+		case 'v':	verbosity++;
+				break;
+		case 'x':	out_effect = atoi(optarg);
+				break;
+		case 's':	steps = atoi(optarg);
+				break;
+		}
+	}
+
+foo = demarre_la_machine(in_pattern, out_dir, fifosize, out_effect, steps);
+fprintf(stderr, "retour du big-run de la machine -> %d\n", foo);
+
+return 0;
+}
+/* -------------------------------------------------------------- */
diff --git a/Fonderie/sfx.c b/Fonderie/sfx.c
new file mode 100644
index 0000000..04df13f
--- /dev/null
+++ b/Fonderie/sfx.c
@@ -0,0 +1,101 @@
+/*
+ *		SPECIAL EFFECTS
+ *
+ *	Du code bien cracra / tTh / Tetalab
+ */
+#include  <stdio.h>
+#include  <string.h>
+#include  <stdlib.h>
+#include  <malloc.h>
+
+#include  <floatimg.h>
+
+#include  "fonctions.h"
+
+/* -------------------------------------------------------------- */
+/*	global vars from main
+ */
+extern	int	verbosity;
+
+/* -------------------------------------------------------------- */
+
+int brotche_rand48(FloatImg *fimg, float ratio, float mval) 
+{
+int		nbpix, todo, foo;
+int		x, y;
+float		fval;
+
+nbpix = fimg->width * fimg->height;
+todo = (int)((float)nbpix  * ratio);
+
+if (verbosity > 1)
+	fprintf(stderr, "ratio %f nbpix %d todo %d\n", ratio, nbpix, todo);
+
+for (foo=0; foo<todo; foo++)
+	{
+	fval = (float)drand48() * mval;
+	x = rand() % fimg->width;
+	y = rand() % fimg->height;
+	fimg_plot_rgb(fimg, x, y, fval, fval, fval);
+	}
+
+return 0;
+}
+/* -------------------------------------------------------------- */
+int brotche_rand48_b(FloatImg *fimg, float ratio, float mval) 
+{
+int		nbpix, todo, foo;
+int		x, y;
+float		fval;
+
+nbpix = fimg->width * fimg->height;
+todo = (int)((float)nbpix  * ratio);
+
+if (verbosity > 1) {
+	fprintf(stderr, "ratio %f nbpix %d todo %d\n",
+					ratio, nbpix, todo);
+	}
+
+for (foo=0; foo<todo; foo++)
+	{
+	fval = (float)drand48() * mval;
+	x = 1 + (rand() % (fimg->width-2));
+	y = rand() % fimg->height;
+	fimg_plot_rgb(fimg, x-1, y, fval, 0.0, 0.0);
+	fimg_plot_rgb(fimg, x  , y, 0.0, 0.0, fval);
+	fimg_plot_rgb(fimg, x+1, y, 0.0, fval, 0.0);
+	}
+
+return 0;
+}
+/* -------------------------------------------------------------- */
+/*
+ *	OMG ! a Color Graphic Adaptor emulator :)
+ */
+int kill_colors_a(FloatImg *fimg, float fval)
+{
+int		nbpix, foo;
+
+if (FIMG_TYPE_RGB != fimg->type) {
+	fprintf(stderr, "%s: bad src type %d on %p\n", __func__,
+					fimg->type, fimg);
+	return -8;
+	}
+
+nbpix = fimg->width * fimg->height;
+
+for (foo=0; foo<nbpix; foo++) {
+
+	if (fimg->R[foo] > fimg->G[foo])
+		fimg->B[foo] = fimg->R[foo];
+	else
+		fimg->B[foo] = fimg->G[foo];
+	}
+
+return 0;
+}
+/* -------------------------------------------------------------- */
+/* -------------------------------------------------------------- */
+
+
+
diff --git a/README.md b/README.md
index f8232f4..816880c 100644
--- a/README.md
+++ b/README.md
@@ -19,8 +19,8 @@ le canal IRC #tetalab sur le réseau de
 Par ailleurs, d'autres expérimentations sont
 [en cours](http://la.buvette.org/photos/cumul/fonderie/vidz.html#interpolator)
 sur le traitement et l'assemblage de ces images floues dans le but de faire
-des films flous. Je sais aussi qu'un autre _diehard coder_ travaille sur la
-parallélisation de certaines opérations.
+des films flous. 
+
+Un logiciel à base de [moyenne mobile](fonderie/) est en bonne voie.
+
 *En avant vers l'infini, et au-delà...*
-
-
diff --git a/funcs/contour2x2.c b/funcs/contour2x2.c
index 1569e2e..87c4235 100644
--- a/funcs/contour2x2.c
+++ b/funcs/contour2x2.c
@@ -83,6 +83,9 @@ for (y=0; y<psrc->height-1; y++) {
 
 	}
 
+/* kill potential NaN values in last row or last column */
+				fimg_killborders(pdst);
+
 return 0;
 }
 /* --------------------------------------------------------------------- */
diff --git a/funcs/filtrage.c b/funcs/filtrage.c
index caec0c9..a1fbe59 100644
--- a/funcs/filtrage.c
+++ b/funcs/filtrage.c
@@ -168,7 +168,8 @@ for (idx=0; idx<w; idx++) {
 	fimg_plot_rgb(img, idx, h-1, 0.0, 0.0, 0.0);
 #endif
 	}
-return -1;
+
+return 0;
 }
 /* -------------------------------------------------------------------- */
 int fimg_lissage_2x2(FloatImg *img)